{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Notebook 20: Variational autoencoder for the Ising Model with Keras" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Learning Goal\n", "\n", "The goal of this notebook is to implement a VAE to learn a generative model of the 2D Ising model. The goal will be to understand how latent variables can capture physical quantities (such as the order parameter) and the effect of hyperparameters on VAE results.\n", "\n", "## Overview\n", "\n", "In this notebook, we will write a variational autoencoder (VAE) in Keras for the 2D Ising model dataset. The code in this notebook is adapted from (https://blog.keras.io/building-autoencoders-in-keras.html) and reproduces some of the results found in (https://arxiv.org/pdf/1703.02435.pdf). The goal of the notebook is to show how to implement a variational autoencoder in Keras in order to learn effective low-dimensional representations of equilibrium samples drawn from the 2D ferromagnetic Ising model with periodic boundary conditions.\n", "\n", "## Structure of the notebook\n", "The notebook is structured as follows.\n", "\n", " 1. We load in the Ising dataset\n", " 2. We construct the variational auto encoder model using Keras\n", " 3. We train the model on a training set and then visualize the latent representation\n", " 4. We compare the learned representation with the magnetization order parameter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load in the dataset" ] }, { "cell_type": "code", "execution_count": 206, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pickle\n", "from sklearn.model_selection import train_test_split\n", "import collections\n", "\n", "def load_data_set(root=\"IsingMC/\", train_size = 0.5):\n", " \"\"\"Loads the Ising dataset in the format required for training the tensorflow VAE\n", " \n", " Parameters\n", " -------\n", " \n", " root: str, default = \"IsingMC/\"\n", " Location of the directory containing the Ising dataset\n", " train_size: float, default = 0.5\n", " Size ratio of the training set. 1-train_size corresponds to the test set size ratio.\n", " \n", " \"\"\"\n", " # The Ising dataset contains 16*10000 samples taken in T=np.arange(0.25,4.0001,0.25)\n", " data = pickle.load(open(root+'Ising2DFM_reSample_L40_T=All.pkl','rb'))\n", " data = np.unpackbits(data).astype(int).reshape(-1,1600) # decompression of data and casting to int. \n", " Y = np.hstack([t]*10000 for t in np.arange(0.25,4.01,0.25)) # labels\n", "\n", " # Here we downsample the dataset and use 1000 samples at each temperature\n", " tmp = np.arange(10000)\n", " np.random.shuffle(tmp)\n", " rand_idx=tmp[:10000]\n", " \n", " X = np.vstack(data[i*10000:(i+1)*10000][rand_idx] for i, _ in enumerate(np.arange(0.25,4.01,0.25)))\n", " Y = np.hstack(Y[i*10000:(i+1)*10000][rand_idx] for i, _ in enumerate(np.arange(0.25,4.01,0.25)))\n", " # Note that data is not currently shuffled\n", " \n", " return X, Y\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Constructing a VAE class. \n", "\n", "Here, we implement the VAE in a slightly different way than we did for the MNIST dataset. We have chosen to create a new VAE class that The parameters can be easily changed for new data. \n", "\n" ] }, { "cell_type": "code", "execution_count": 207, "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function\n", "\n", "import numpy as np\n", "from scipy.stats import norm\n", "\n", "from keras.layers import Input, Dense, Lambda\n", "from keras.models import Model\n", "from keras import backend as K\n", "from keras import metrics, losses\n", "from keras.datasets import mnist\n", "\n", "class VAE:\n", " \n", " def __init__(self, batch_size=100, original_dim =1600, latent_dim = 100, epochs=50, root=\"IsingMC/\", epsilon=0.5):\n", " '''\n", " #Reference\n", " - Auto-Encoding Variational Bayes\n", " https://arxiv.org/abs/1312.6114\n", " This code is taken from Keras VAE tutorial available at https://blog.keras.io/building-autoencoders-in-keras.html\n", " \n", " Parameters\n", " ----------\n", " \n", " batch_size : int, default=100\n", " Size of batches for gradient descent\n", " original_dim : int, default =1600\n", " Number of features\n", " latent_dim: int, default = 100\n", " Dimensionality of the latent space\n", " epochs: int, default = 50\n", " Number of epochs for training\n", " '''\n", " self.batch_size = batch_size\n", " self.original_dim = original_dim\n", " self.latent_dim = latent_dim\n", " self.intermediate_dim = 256\n", " self.epochs = epochs\n", " self.epsilon_std = epsilon\n", " \n", " def sampling(self, args):\n", " ''' Sampling from the latent variables using the means and log-variances'''\n", " z_mean, z_log_var = args\n", " epsilon = K.random_normal(shape=(K.shape(z_mean)[0], self.latent_dim), mean=0.,\n", " stddev=self.epsilon_std)\n", " return z_mean + K.exp(z_log_var / 2) * epsilon\n", "\n", " def build(self):\n", " \"\"\" This class method constructs the VAE model\n", " \"\"\"\n", " original_dim = self.original_dim\n", " latent_dim = self.latent_dim\n", " intermediate_dim = self.intermediate_dim\n", " \n", " # encoder\n", " self.x = Input(shape=(original_dim,))\n", " h = Dense(intermediate_dim, activation='relu')(self.x)\n", " self.z_mean = Dense(latent_dim)(h)\n", " self.z_log_var = Dense(latent_dim)(h)\n", " \n", " # note that \"output_shape\" isn't necessary with the TensorFlow backend\n", " z = Lambda(self.sampling, output_shape=(latent_dim,))([self.z_mean, self.z_log_var])\n", " \n", " # we instantiate these layers separately so as to reuse them later\n", " decoder_h = Dense(intermediate_dim, activation='relu')\n", " decoder_mean = Dense(original_dim, activation='sigmoid')\n", " h_decoded = decoder_h(z)\n", " x_decoded_mean = decoder_mean(h_decoded)\n", " \n", " #decoder\n", " decoder_input = Input(shape=(latent_dim,))\n", " _h_decoded = decoder_h(decoder_input)\n", " _x_decoded_mean = decoder_mean(_h_decoded)\n", " \n", " self.generator = Model(decoder_input, _x_decoded_mean)\n", "\n", " \n", " # end-to-end VAE model\n", " self.vae = Model(self.x, x_decoded_mean)\n", " \n", " # encoder, from inputs to latent space\n", " self.encoder = Model(self.x, self.z_mean)\n", " \n", " \n", " \n", " \n", " # decoder\n", " #self.decoder = Model(decoder_input, _x_decoded_mean)\n", " \n", " # Compute VAE loss\n", " self.vae.compile(optimizer='rmsprop', loss=self.vae_loss)\n", " \n", " # Prints a summary of the architecture used\n", " self.vae.summary()\n", " \n", " def vae_loss(self, x, x_decoded_mean):\n", " xent_loss = losses.binary_crossentropy(x, x_decoded_mean)\n", " kl_loss = - 0.5 * K.mean(1 + self.z_log_var - K.square(self.z_mean) - K.exp(self.z_log_var), axis=-1)\n", " return xent_loss + kl_loss\n", " \n", " def train(self, x_train, x_test):\n", " from sklearn.preprocessing import minmax_scale\n", " \n", " x_train = x_train.reshape((len(x_train), np.prod(x_train.shape[1:]))) # flatten each sample out \n", " x_test = x_test.reshape((len(x_test), np.prod(x_test.shape[1:])))\n", " x_train = minmax_scale(x_train) # this step is required in order to use cross-entropy loss for reconstruction\n", " x_test = minmax_scale(x_train) # scaling features in 0,1 interval\n", " \n", " \n", " self.vae.fit(x_train, x_train,\n", " shuffle=True,\n", " epochs=self.epochs,\n", " batch_size=self.batch_size,\n", " validation_data=(x_test, x_test)\n", " )\n", "\n", " # build a model to project inputs on the latent space\n", " #encoder = Model(self.x, self.z_mean)\n", " \n", " def predict_latent(self, xnew):\n", " # build a model to project inputs on the latent space\n", " return self.encoder.predict(xnew)\n", " \n", " def generate_decoding(self, znew):\n", " # Generate new fantasy particles \n", " return self.generator.predict(znew)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the 2D Ising dataset " ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "# The y labels are the temperatures in np.arange(0.25,4.01,0.2) at which X was drawn\n", "\n", "#Directory where data is stored\n", "root=\"/Users/pmehta/Dropbox/MachineLearningReview/Datasets/IsingMC/\"\n", "X, Y = load_data_set(root= root)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Construct a training and a validation set " ] }, { "cell_type": "code", "execution_count": 209, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(32000, 1600)\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "xtrain, xtest, ytrain, ytest = train_test_split(X, Y, test_size=0.8)\n", "print(xtrain.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Construct and train the variational autoencoder model" ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_22 (InputLayer) (None, 1600) 0 \n", "__________________________________________________________________________________________________\n", "dense_66 (Dense) (None, 256) 409856 input_22[0][0] \n", "__________________________________________________________________________________________________\n", "dense_67 (Dense) (None, 2) 514 dense_66[0][0] \n", "__________________________________________________________________________________________________\n", "dense_68 (Dense) (None, 2) 514 dense_66[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_14 (Lambda) (None, 2) 0 dense_67[0][0] \n", " dense_68[0][0] \n", "__________________________________________________________________________________________________\n", "dense_69 (Dense) (None, 256) 768 lambda_14[0][0] \n", "__________________________________________________________________________________________________\n", "dense_70 (Dense) (None, 1600) 411200 dense_69[0][0] \n", "==================================================================================================\n", "Total params: 822,852\n", "Trainable params: 822,852\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/pmehta/Anaconda/anaconda/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:444: DataConversionWarning: Data with input dtype int64 was converted to float64.\n", " warnings.warn(msg, DataConversionWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train on 32000 samples, validate on 32000 samples\n", "Epoch 1/5\n", "32000/32000 [==============================] - 7s 206us/step - loss: 170060.9972 - val_loss: 0.8544\n", "Epoch 2/5\n", "32000/32000 [==============================] - 6s 198us/step - loss: 1.2802 - val_loss: 1.7200\n", "Epoch 3/5\n", "32000/32000 [==============================] - 7s 219us/step - loss: 0.9175 - val_loss: 0.8409\n", "Epoch 4/5\n", "32000/32000 [==============================] - 6s 198us/step - loss: 0.6730 - val_loss: 0.5895\n", "Epoch 5/5\n", "32000/32000 [==============================] - 7s 205us/step - loss: 0.5501 - val_loss: 0.5084\n" ] } ], "source": [ "model = VAE(epochs=5, latent_dim=2, epsilon=0.2) # Choose model parameters\n", "model.build() # Construct VAE model using Keras\n", "model.train(xtrain, xtest) # Trains VAE model based on custom loss function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Encoding samples to latent space:\n", "We predict the latent variable coordinates for the test set:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "zpred = model.predict_latent(xtest)\n", "print(zpred.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize this 2-dimensional space. We also color each sample according to the temperature at which it was drawn. The largest temperature is red ($T=4.0$) and lowest is blue ($T=0.25$)." ] }, { "cell_type": "code", "execution_count": 220, "metadata": {}, "outputs": [ { "data": { "image/png": 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XpRlb3c3Q8m3ELpiPqKlFa+pAbewDx2LbH/5fhl/cRGThLJreeSmFXz+Mmxun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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To make plots pretty\n", "golden_size = lambda width: (width, 2. * width / (1 + np.sqrt(5)))\n", "\n", "\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.rc('font',**{'size':16})\n", "fig, ax = plt.subplots(1,figsize=golden_size(8))\n", "sc = ax.scatter(zpred[:,0], zpred[:,1], c=ytest/4.0, s=4, cmap=\"coolwarm\")\n", "ax.set_xlabel('First latent dimension of the VAE')\n", "ax.set_ylabel('Second latent dimension of the VAE')\n", "plt.colorbar(sc, label='$0.25\\\\times$Temperature')\n", "plt.savefig('VAE_ISING_latent.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understanding the latent space embeddings\n", "\n", "To better understand the latent space, we can plot each of the latent dimension coordinates against the corresponding magnetization of each sample.\n" ] }, { "cell_type": "code", "execution_count": 221, "metadata": {}, "outputs": [ { "data": { "image/png": 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BFUfEpjVx9WJYVQNSHiPl55SAICJ42u0KXWMq3NBQfTNZbgCLg51xE5BXDtsF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\nmVQXV2jfGSPc04qwMk+sM0M1u4yQaWL12BnsapmVh46TP5ZFiWssH52g5U0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p3fSK85mr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MZIa5Cf/zR2cAp76h0imuQGdO/++R/YHI4cIRzcD45P3D+FWJ/HvfE4cXGS9PFDeP/63+Kk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\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uW1FRUfEihMkRr9EZIKeHqMkh5cp9INz/nClwtsB6T1GX+KiGeoUVIl3rAJ2guKxi1PAJ\n0haY5bevb+w90dEDhIwoWuvX7s9CxwgpQ9toaz0kdN7h5gOmqUK0ViGfYCf7yFofVevgJofh0I1l\nbNoBITGd2xA3kfkYPXxC2X8DolrwG/Tuhe3y8pJ/XlgpmyGi+leulOliQlKMKNsbL71Wr4Ic7SHz\nIWZ557VW90TcRHqPuEG9uqLim6JK9ioq/h7hnQsBM2ldM4f1zp1XTYUtEbYMf3Dh397klCpBlrOF\ntcIKfj6EweeAp9j48PxYQggSZ8AbyvaFb5NMWpBcDKefVXSJatdkpu3sBO8s+rk5FtUMq2GumIJO\nFwnuy6qiHu8c+JsabW7mbEWvHD4NyeVzQd1ZA7b4WpLcdjbAO3PtM1ZUVFS8jHL9g9fbwZYIV1xZ\nupA6RizuP/41kgxnC9z0GFnromodxOzoImY8hwdmjTWQGnlDG+XlopuQGjvaBecQUUo+zXAiRzVW\nQixaxC2Z1IO6aNo+78lwrXVcMUOUsxDDnMHDa92jXTbCzU+QjRXUV4lzWbP4vN/MMpBwBdgSM9lH\nRHXUCwqxzyOVhnrv5RtWvDKVQMt1qmSvouLvEd6785/nXz949CleJaj6ErZ353xw3rXWKVrr4D1S\nxYj4ojrqax2K2k9ufK8bK7yXsLMTXD4BqYm627gyw86OEWkvFDa9W7TVXEUqjTMFdnIAug42Dw8c\naRtXzEDFIQBe2Se6Jszyqqi0C/J6E6jLTvH5FNHd/sr2pa/kBZ+xoqKi4pvGtTcpzgSwzl5zDjva\nRUTp67Wsex/iiAuxxC69ieVsJu8keJJeEkIJqpgldvgU0dl64T3TZSOwBcQtdHOZ2I+ZjaeLot5F\nUqPqS1f3swXelrjpMSJKKTZvjkveO+zsBJm0b+zWEEkTiUe+pCXSdbYo/siYchO2eyfE5vEzxGsU\nJSu+eao2zutUyV5FxQ8QMT3BJ3WsKfDFDNVaDatT/z97b9Jj55buef3WWm+3+x2Nw83xyYa897ou\nUJRUYkA3KSEEA5BKYgQzBAOEhMSQD8AIiQETJL4Ck5oiITFBIAZIVVRR0vWtezPzdHbY4Wh29/Zr\nPQyed+/obZ+Tduax/f4k58mI3b17R8Ra6+n+fxfdGfTY5Uvwhc7c3fecxuAGmm3UihyYbIrPL8A3\n2GyKyyb44hxjE2w6wlRLfJUTYHcNO7Yramho83MMQqjWGN8iob3ditlW+M0pJhlhXIodHKhvYLXA\nuBRz9lvi/Jxq9jUM9zVwjIbA/e/pfbjZBrv7fjZFouSnB3qAGx2o0E1+ih3s9wP2PT091xAJtMtj\nTDy41aL/IQjlQv3rOgGS0NaEaokb7hMtvsc0Oe2Dv3PrcTZK79xLTHGG5KcwNDvVS2MMJh4godWZ\nuXusDESEgMFks11gNzt6Qm1W734f+RnSFHpt2XzXxUKUYaMMmwwwxTkhCFIuoSngyvxcqFa6/wwP\ndabQN29tv/flktCU4CtMMlLxss2JBpH37BnvwhhLfCMY7+n5OXC/+UhPT8+fhuCJz/6G6OLbLqAK\nt29/9f9pgNdhEIY0u2ymBL9To7wLEdmpgNHkEDwhf0OTnxHKFaHJAYjPfk+yfnn7GkDFVDYnpOUS\ng3oNRbOnOlch0HYzGbdeu9I2GzeYEsUp0fhIldeaAhBV8/QVNDlSnN56H3Z5jH31z2nXJ7vbQrXR\nttE73nN08tcqvX0D6xJc+n6tNm9DmpxQbe5sMRUJ+HL11p9FT0/PZ4xs/+fDrQEmPyM5/me6ZtpY\nBa+6RJ40BVJtEF+rKuWPrDIlF9+Q+YY0PyM6/VsAfKfqHE8fE40OCcW5rnlwrdPEr19Dcaqv+56J\nLxHBlytIp7vWSq3YbfeoDT4/BSA++y3p+phBs8EZhykuSI7/KaZaqTegBEJbItUav3lD2yU173zd\negNtpcIv9ebK++jX6k8dkY/z71Omr+z19PzcsI5m/9dIPMIlQ7g3G3y5+oTZU4YPJmxOVlpBWx1j\nsxluMCc0OVIX2KFWnqKTv8JFGX7vVwCYeo0pzvHxRIM/DFG9Jvr+W+rZLzBxQnSXEIqx7cN0eAAA\nIABJREFUtPu/RuKhXieAcZhMfQHlRnujZpKfEJqCm+a/AH7/N3gJneF7ShgdIfkpi1cvwF0NygRv\nHNJskKCqc6HJ1QtvcNfsw4c9aN3EDvZVee6OCmEoFipJbqNr7bM9PT2fNtHp34KEd7a7G2uJfoQI\niMnPoM6JN69pZl/TBI+Js9tzzdtArsm1stetqTabYtMxxjr83q9oRfDLY0yUqtDJO2jmvwYX41Yv\nd8um1Jr8I5tq9a7OMZHHpiPa1TEGSzR9hInVY8/+CENx8TUhfwMuxSbDnQiLsY549kQFtkKr17b3\nK4jSnderKS5212izCSYZ0i5+wKTjbsb7/nXfTbZKygZEMNbiPmBbZ0/Pz4k+2Ovp+RkidwzB77CO\n5uG/qvcLHoxF2opyJYDBuFhbJSPdNKUpCPVGLR2MBiShKbR6Z2OS5Qusrwgi1Id/rjMcm1f62OEM\nOuuG7WtdzdjKPTMibnRAKJe0mzOMc5hkjDFW2x27DT34Wv2aBnudemayaxMNvtbMq0up8iUhAmMN\nLp0Qpo8J8Qjq1e7+bnQIyK1ssohQDg+w8RCLmt+GJscND350y2UoV/hqhRsfXZspNMbsPteb2MEM\nrNvZTvwYREQPdJ1ceSiXeqC5p4Wqp6fnj4euth+e+Pz3GF8jb0lQyXCfurMnsC5W4ZZuPbtzPbpx\noaHJdT66a/00xuzWFukCwja9DGLt+GhXzTPJADd9hOlew8ajnfqkyya47HbbfVttkM0JdNXBa+8F\nC/EYfIW4GC+CrN9od4eNcNlk17ESBmoLJOVCVSwHc+ouCPabU4LX7haTDLD3qFsGX0Nb7wTOfH6G\nsTHmjuu+yV17YM/Pj16g5TZ9sNfT84kioaVdfI9Np4ivWVQBcSOk2eAmj3ZBgR3sdwGVft0c/Dnt\n4gdsU2KcUKVTnI0xk6OuqgYkv6Ld+9XujHDNt25826hXJIBAKDoFzslDQlMgbYWIV2npdKLGuMZC\nPNTb6jW+LvQwIgE3+wrrYvz6BHyNGexjMfgmR3ylG7mxGGuuBT26+d61AYsawRsDyRBpC6QuYBDu\nDdCCb5CmuK2mZn6aQbtNxz/pcX7zBmlLotlTDVKLM0DeQ7m0p6fnY+MPfvNRnrfZ/zX4BuIBkk7e\neUizLtkl5K49z8ULsEZbLyePrt0mTanVOhur31xoCU1JPL3bN9QYizSlNvNXS4BdtfJ95hClOEc3\niNtiVqE8h2aDmz3F2Ij2/Bu9r9PWfnEJxEN8fq7ziS7SGfMQrqtYGqPVuSu+eBrQmmuWDaG4UBPz\nZIgxtqtSpth3zIa/aw+89b6aAp+fUY2evvO+PT0fmz7Y6+n5VDEOm07UTygZM5+lnJ8u0FHcy+Di\nZiBkrCMaPyA9eU47eUIzeYT3DTYe3pupNsZ0rUEJvrggNDnRlYDSr15p+06cgdG0mhsf6RxEXYAx\niK87y4cuC5xOCJszwGuG2bjdbcYlEGW4dMLB4SNOTlY6SL8NYNOJ2kC86yMylmj+1e55t4GvX73G\nuPjawWBLKBdItcYmw2seWO/7mlfxK62Q/pg2rt3rJUOkaw21yRDkwU8WDujp6fk0kDtb0X/KE7XQ\neiT4Wy3mdrAH6YSQn0G8B+UFJs66pJ3cur8xhmj2BDCESsVWfLEgNBtdI0WIJtcDRQmBdvEDizDD\npmMkPyWtV1wN90KdQ51rlc7F+jUC0YB4+qiboTPbiwAbYZIJxji1briCu2HErtd4oe93dhns2cE+\nJPVuL9m+r3dxdQ98P4wGoMYCvWLzH5NPfb7uY9AHez09nyjGmGvy1elwjNsIvIe/jzEOcRFYh/ga\nacpbak2hKbTC5hJsPMAkE7VNWPyAketNTDYZI8i1apgxRlt9sjHN4gesr8nKBc38F0i3MZvxA6Q4\nx2Wza76BW9+6dvmS09Jihw81o3uDrdKdTYb3VrzurABaC8byT7+LyRLhLx62l+8lm0N8PdD7sYSm\ngODfKf/9NmwyguSqgfxbPKN6enp6rmAnjzVxJR7D7eBN2kbn/doKkwyJBjPa1TES/C0lZXf6t1hf\nUR8+I1QrTTLWa90HnNsl+ADKBv7xtyl/cVQylZYy3+DGj3Hl4pZYjLgY3JUWyijFpBNsNyN+de12\ng/mP7mq4K5lnXXRtL/kxbfHuRwTiNs6w8ROSwRDW71Yj7flwhN754hZ9sNfT8wURqrUGIsbQDg6J\nRge4Lg12a96tU3NDgprUiofhPtn6mBAPaa/c375j3sGNDjFNSajX+KbEdObvUTKEZEhoyt0h4io2\nGTOcpOR3e/0CBmPdj55j27bhnHwTMUjC9WDvxmHgpxDKBeJb4vntFh5fLAj1+lZrVU9PT4+I4Ddv\ndM74D6jkW2sJ9YZgwN4xW22txRun1bLt/F0yvuXhCoCL9ftmu94asvUrJB7Q3FjjlosVJ8uUo0nE\n3t4jDh7MOL+o1fu1bQjLY+xwDxel0JTqydfWarFg3Z3X+lOQ4PVzTMewHU/o6flC6YO9np7PDF9c\nEOoN0fTxtSDI5+cqyiKim19b0ixfYri7zVCrbVOMMTrX0ImMNId/rnMUdPNt1QY7mL11Ls1GKb7O\nKdIp+IpI/E4cQK/tTOcwumAvlEuCr3HDA0bzKfnJ3ZlRY8yufSgEj5TL7lreL/j7B3+n+CgiC3Z4\ncI8VgyBtxbbFR2XHF5gou5yX7Onp+XIRQdqya+H+6cGesQ43PoJ7vOakLTHJmGh02f54tbviKn7+\ni921GZdCNKA5/LPdPgCX6+/+EP6DP/uOZHKELypOfvcvYLCnbfvLF0AgLEvIZtjBHGMt5h4xlfcl\nNAV+c4ob7mvLO1wJTN/uoxqqDcFXWBe/d5t+8C1SrfT6e7GWnx19G+dt+mCvp+czI9RbKe7Od6hY\nqDhKW3UHgIdI8ATx6h/TefLdtWltv7fbQAHpvOlCvdE2TwmEcoWbPcTYWIVUotvqk8Y6TJTpzMWV\nFklfXGh21+j1GmMR30C5JL34lsb9OVeN1X1+RmgKTDTEZjrrAeqbFMoLzVTHAxDBRjHu7HfYekXz\n8O+CMTTLl+Bb3FVBmg/M9ppuIQFpC0wyAgxVviEUF5h4hB33wV5Pz5eKiOzWzmj29Pp6LIJbfI8f\nPdgZnV97XFtholTbM0Voly+1jXAwx6/f4EOLMRY7OtB55MFck04/8lQsbUUoL7CwU+30mzdqYJ4M\n9bbRA5KtcIqxEFoGb/6aau9XYB3YBIRdhVCAdvEDbniAfYs9jX39V7hmQ/Pk7+/UP3fX1aXsfLUB\nF2GdKju/q3vClwtCcQEieBddJht9C8i96/h2rzFR0q3lPT0/b/pgr6fnM8MmQ6Tb3H211g3Y2J2v\nkDEG4yLs5JEGTuWC0KrXkY2za3OAdyHbzLNxOGmJ8zN8PCL4Q20TLRc4LDJ+AFeCRJuOiYpzGmMJ\nUbKzL0jWx1DnlPu/YSfeMjpAkiHiK0ySQdltwCIaKBqLVBeIYafIZtOJ2k5EGX79GvE1dv41PjS7\nw0Boa2hLui+AP26AZazTn4ONCcWCs/NzzPDgD5rt6+np+fQJxYUmq6ZPdt0XOzuFJqcpV0hocfu/\nvv64aq1r9/AQl00I1RpCixinVUJfq/2Li5FuPzDJQKt+wRO/+Cf4ZEwz+woXv90L1MYZTB5hribz\nbIRpSpJySTN+qIm2DpdN2ZsPWH9bEXwDEogmX+26RUK5Apdguvnxt34+1mG6bpDQqi2D7R5jxENo\nIDRIZeEde9gW8Q2mrbDJBK5UOMPmBJGAvcd3z2ZTDfTuSGr2/OnpK3u36YO9np7PjKtD7DYZqaF3\nlOLyU63CjY9oVq+gKbHTx7hkiHEJ4hKMvacidYVQLgnFGWZ4iMRjmumQYCwWwaRjbPDEp3+DN4Fy\nowqb0fwptskxmxPC8EADUV+DMYR4SCwCxRlt8ETDPW0xijKao78kmkygXOHXr/RwsvcLbDYlNCXm\nSmXOGLM7aNhsgnitWLY2hjQjAoyLsdkciRJCtUKwSL3Wz+c9hG1+LBfLgm/fOP6VX0U42ymJdgeE\nkI4YD2PyyuAXL2C03wd9PT2fOaHOCdUS0jlUF9hspgJY6VgrZiKE1UtsNt+ZoEsyUlGrG5Wm0JZI\nlGKzuVbWmoKQn+pjygU+eEyU8XzxmCd7LVOzgCjDuC6QtA6JEnxbEVbH2PnX1xWIV8eIS3aCWsA1\nGwOfnwGQhhq3eY2fPLxVdYsm+zRH/zI2eA1CJeDzhfqoAm72BBGjwRp3t5wGXxPSCWH2NWH9Gmly\nMA4z/3q37m/XdfuOgPXatY0OiZcvoC2prrWzToH7VT6u7jU9Pz96n73b9MFeT89njG5KGly41UuM\nBKrRA2gr9R9yEX5zirGliqi8x/yBSUZYCZhkgK+W+CiDJtesczKE8QOaZECIBrA8BvGAIMkY/+AZ\nzkZIEPV5QgjJiHb2FC6+h7bUSmNxjsnmRFd9lHwLBHxb63xF975EAn79GptMdoIGNh5Cdy6yw31C\nU9BefE+THpC3CTNnwLeY4JFQY8Lbs8o/lW/OMv76bMgvHq6Z34jjrIuZPtinOD7FRAncof6p1cz2\nzrbYnp6eTw8JXitK4hHf7rznrIthqKbhZHuYG+IsJpvu1nLo1r3VK0w8xHXqxUG6FvYo1TVeWrwP\nPD+Oqb3hXzv02kq+bds3hubBX+I3pxqkXZlvC21FtHyJiVKaG7YG7fpEE4Rdu2M7/yV+/PCa3590\nVcXT798Q3ERb5q3DlyukWnSvJfjlC5ZhSFR5Zve5GoTtZ9ViolSDvSsz0cZY3HCPEDx+cwbxgOg9\nxW2aB8/UkH31CjN/qu2ub3lsqEuI4l1VsafnU6AP9np6vhCaw2eAbvJu+hiMVSGT0BKaHAk10fhI\nDxt0apwYbJTsBFqMsdp+uW2d3LW5XG+bkWSM+BY3PrgeqKQTNUs3Qrz3tc7PdS2nbriv7Zk2huJC\njYVhdz1YByEQli8I1hFNn2CsQ0JAQov3NWFTaqa8axENwSNtiw4Etrh2TRxNsHGKS1VF7mNaGvzd\nXxh+eVQyH7rL3pIbAbV1CXZyt5lxKM7UALjLYPf09HzauGyC26oX3xFUqKXOdYuB0Nb49StsNtv5\nyRljVSDEZdeSQqZTGt6uFxHw7/5lwTgTnN3D+DF+8T0ymOGyGSDYZLibyw5NCTbCr08oxw93Njhb\nRERb4I0lmlyai3uMBmTVUq/H19jBHm1TAx6caIIxHWOiBPENodpAWzA0FZLcL45i4wFm9kSTgOkE\n05TgomtrooggTYHUK6jXSDJ8vzUzSjHDfewVH9f7kODx62Otwn4g1dCeD498tD7OT3cP7oO9np4v\nBOlagMJG23zc6IBQ59jRA3x+hnTzEH79Smc9tgvm6PDaQUM31RwTDzDGEtoKqddgY6TJceMj/X5+\nirQ1MjrQ9skrry8SYHQIbYXE2U6cwCRjXBRDF8i15ZKXf/MtbnCgrZv5uV6TjXX4H7VKMNOvCNWK\nkF+oQpzrBu2Lc938XYIdHuCilPSPqHppLcyHAhJIXv4TfLaHvzFz89bHp1MkGvSBXk/PF4qIaNU/\nGhDaGoeqIBPaLliDdvUKaWuYPsavXkI0UJ/POMMNZsyGVw6/xoJo14AVoV29hraA6VeIcYTVSzCR\ntpBah9gIqTe79V7NxadIuLSrkdDi1691RrsutL0+SjHxgKOvHnLxV/8Y2+TUj/+edpt0t4dyAQiR\nFeL0elUw1Dn2SsAmbU0ol1gTEU1vC6/49WuQgBkesk1qXvsMuW0vtMXG2S3hmzsxFjvYw7xFSKan\n5+dIH+z19HwBBN/iV8eAYFyiFbTg8esTTDKEbkYO0P+KYKOU0Fb4zRtIp5hOhVPaStsmu5kS2Q7a\np1NoStrFS6LZEzXGDS0+P8VcqV7ZwUyb6m2EiYfYbKpZ3nKFxWoLUr3C14UeckJAXITky+27AV/j\n87NdFc+vjrVwZq/3AdlsSrARLp3o4eQdGb93HQp+OoaQTpF7pM3v470PIT09PZ8dEjzt4gU2HWGj\nBGkrDYTyc51r7ir+27V2q3gsTQHSEnylti7xlQRX21Xampx21QlWRUOMi3cqztsKHHS2BlfWe4BQ\nrxFf4waz7v4OO9hXMa3Bns6JG0Oz+IGLsCBkE+RKm3q7PlGxqmxOqNeYLuEXinP9/21NKM6BI0AI\nTaEiY9Ov9DrvwEQZEjwuHel+0lY7tWWfnyJNSTT76g9a240xl++552dLL9Bymz7Y6+n5jAh1Dleq\naFukLXUAPkpx4yP85g2hXGBHexrcxYPd8P9VgRc6HziCx460VdNEKXawD/EQX60x2YwoUzuFxlfQ\nlrTn32DHD3HdgUGMw+enEA2QcokYg6lX2NEDwGAMRPOnYJzaL7gMEwsmmTAdWTZ1jEwe4jdnWqkT\nQaoVQTx2fKQbvQg0+bVGC+sS7EADQL9+fafCWqgLsA4bJV1AbO7MHF/7PCV01/2eBwdjaA/+7P3u\n29PT80mwtYr5aBir7fNR1s3rmSvB3WXVy15JCEXjrlNDQufpGXbXCjrDbbM5pGPC5o2+TDzoVJpj\nzPzr67N7oOvylbXOjR9cO1GH4gLxDW5wQ+TKt5TrFTI8grbFlittYZUAYrRCVi0xKk1DqNYYCdjB\nHlY61c1qARgkGeGihNCUiDG3bHPcYIYvLmgvvtfqpbFINsWlY2yU7RSZr30WfcfEZ0m4X1vni6UP\n9np6PhMkBPzmjW7m46Nrt7l0jI2zS6U1CSAW11Xrrg7Wg7YFGZdoJlcCEprdbdvsps/P1dZh/BCi\nTANNG3XVuHY3QG/TsWaoNycYAUE3ehEdztd5Or/zZAKLmz4iSnUmYjibsDlZAaY7vOhD7OBgp8Zp\nB3PCStU6TXK3Qa8dzEGE0OgBaKvappVHtaJQhbWtZ9ManJrP23S887Dy5ULN29PJLtPd09PzZRHq\nAr95jR3uXa6jHxhjDNH4AcE3tBffY7MJbrDXVerub0d3NwRVANrlMYQWmwxx3byZnTzEr0+Q4py2\nLYkmRxgbaVv91vO0WID4a0GttCXSFFrNM0ZFZ67sETu6aiRNobYI9QayCdHkIb5c4Msl4j3eV8Rm\nQjT7SoO0piRUC4i3M42ya/f3+am2U04f3/68ogwTN4ix0FSEjQrJ2HRMcDE+P8VmU/zyuF+/e74o\n+mCvp+czwdhO5CTSwE1ECNVK/eeMuSapHd0jCLJDhG2mlTjDudvD8yabYoCwfg0uUlU5CZjBPi4d\nY66olRnrdhv5bgZDhJCfEUTAVztVOlx8pzIlSKfsCbgU42JCtcS4fT1QtIUGrd2hJPhWDyRdoLYN\n7prFCwDsTL92wz3o5hXdYE5oa5rVsR5QbAyhwThVuQvVEinONQiM0o+a2Q++JRQX2MEU6+6Tqevp\n6fmT4GJMPMS4j99mbWyESYZ/mK+bcYBX0arNG7VrsK6reAXgslLnNydIWxPPn+r66CfXFCqlKQjV\nRiuExml+zNeEtta1slsTo8kjRknDqhBwDpOMOuuFTnjKOoyLtPMEdnuGdJ/ttW68zRuCr3GDfQTB\nlytMMsRah69WmGigCU0X0158p9eVjHdtn9KUSLVBkrF+ln17/GdL38Z5mz7Y6+n5jLBXZsJUsKQT\nY/mRHnLR9JFW4y6+V6uF8W3lMWOszoYYC1hMZ+Yu5YWqbt68v3WdNPY5NlVFTDvcI1x8j01HmFRn\nIaTJ8evXmMmja202xlii2VcqG24dobxA6g2SznQuZXiASUZq2Bu8tmSGBhOlam3QoVlv6bLE5+Ar\n3OSybVPaQgM9gHSGNbI7ZKn/ksGmE/z6NW1xQTx78qM+2/fG10izQeLkVuW1p6fnT4t1EfaGUuVV\nQl10yrv3q0y+L8YYoj9A/VFENBmGgB2qoFY8BGJoNphUK4ZbbDzAtxXN8hiDgEuvBXt2sL8LFoHO\n4y7V+e7Q4oYHu/uvTl8hNiXquk1CWyP1BptNsdkMadVs3RcLFfiaPNx9tiF49UQNAqHWgC4ZEJoS\nn7/ChjmSTVV0LBlhhvsaQA72kOIM5FKoxWZTTfxZ189B93xxfMRm856enj8lNp1ghwfYOwKv98FY\nhxsdaPvjfffpZiPw7U6pDBvvzHavEqo1vlPHDG2xfQZMPCRg8YsfkHqtYi9tSbt6qRLeV5DQqpiM\nMXrYiIeE4lRbS7PppfeRb3RG0cb4zZtrUsw2zvQwk58i1ZKbSUCXzbDTp9jhIVE2xmXT3YFh+zrb\nSqFNRoRydef7vYkE382K6Gxls3hBXeb33t8mQ6LZU2w83j2up6fn08AXZ53IyB+GiCDbrocbhOBp\n1ydql/AWjDGYwR7EQ9xgjps+QXwDNsKODpEgtIvvdwqbNp1gXArSqihMc32dEl/Trl6pZ54I1qkI\nlk2GIB5fXOj1lRdYG2GyuSYCRbBRQjR7qsk9EaTZ4PNTgtx+j9Y6XDYlHs5wUbpr4zdRih0eaneJ\nddjRIcZY2ovvCW2tM4zGYq8k+bS75Q/3xvP5mbbE/giCb7VltS85/VEI8nH+fcr0lb2ens+UbWDy\nvugGLdh0hrGdrcE96pHB19piODrQdszlD0h5jo3iTu0T2uVLnaFIx/jFCyBou6SNdgGo+EYFVwBM\nhIkGuHSiGeK2vFSH275ucaES49vhfKOD/TcRX4NLtNpYl7SrY/WgSoYqTDPYxyZDZCulfWNQ30Ux\nzeY1oVwQzZ4QiguMjbHZZeBsu8+2XZ8gbXXn81ylXR1jbKQttIbunwXuPsjp23M0F9+BCFFn+NvT\n0/PzZ+sb+i7azRukWquKZWhww4Nr60goLtSiIBkR36wkBm1Vlyi5t1oVyhW+WuLGD1UJGfDFSm1p\nCEi10cSYiXbCLCJBBbkk4Msl+OrSiB12624ozhBfXVYdRb30CIF29Vpn53xLKNeEegHJhHh8iLFO\nk3B1rnYNocFIILpjDm/3PppC1TbZ6/a2y7XYpWOCjQnIro3UzL/mqi+a7m8fQk3T3PJKfRehXCLV\nousy+eNZ//T0bOmDvZ6eLwyfnyIhgDHXDhahXIJ4Ql0Qz54QmpxQbTRgc/FO8c3nZ4TgoSnwTQk7\nNc8UEw+hWgFOB+19TVj8wC4giwc6A1LnNKUO/mNjTJRgk/FOItxOHt45D2eH+0hT4RffAwaTjonG\nR4SmJFRLrWRah8GoUXs2g2yuHkzGdFnqErIWGw+7VqZ76MyDg28J9UYPQnGKdYnOMtpIfaxGt32d\nrlLU8P9+n/Ln8xl72/OYjTHmPZdfF0NTIsFjXB/s9fT8qfHlklCtNIByd/8db2eEAXy1RBq1ArA3\nE3Db7oW21tm1QbimhmniAdQb2IpToWswNtIugxtJoNBWhGKBHe7z29cWas8vbzZnJGMoLpDiAti+\n1uUa5levtPInXm+PEq1MhVarbYM5ZvpkZ5VwebEGXKaiXs1Gn9U6dP03uyRiaAqkLjBxhhseIN3+\ncR+hrTDxcKfufBc2Tq9ZTNzcO3TkwABvD/aCb3bWEXfxU0Rd7GCGRIkmQns+On0B9TZ9sNfT84UR\nmnInwLLdhAGwDsRi0zFtXSDlAnzTbcoJNta5tlBrC6YZHyGbN9BswERYG9OuXnWHkoDJ9rAuxvta\nDwC+gnpFsJFaQxj11DNRhgmtVuO4DL7uqmJZF6vJr690Xq/KCVnbzYo0+HiITcdagYsS2uULXDa/\nJkijgi3Xn/tq8La737h7TJN3FcaWUC4xwwN8fqatRHHWHQruz/QuC8PrheFoMuUg7doxfYP4krYs\neNcyHI0fogexPtDr6fk5oObi9q1/k+3yGOMiwsGQkGs7Z+D27Iy7IZZ1M8iwcYa5aRdTqTqxtpTr\nM4oEJATE14gvkbbmzXLAstznl3vlLtDSJ2jRtd/iZk/wix9APG1d4OJMBbKM07VctHVeutb7YCKd\njbYON9wnVGvazRud08tmiG8ROtEtYPrgCXkTIbJ3+XkZqwrI6UzbK5MRoSkInfLxTUKxQO657X3Z\nzmWHao2vNxgJuBtz4RI8fvkCm4xxndXQj2E7dnAzAWCtgz/g2nt+HPLRei4/XauOPtjr6fmMCZ1C\n5lXfvWj6ZNeSc3Wji6YqNCJtRVi9BMCOH2GswW/Oac5+jx3u4yYP9XBQb7QyVi3BJYQQukNE5+tU\nrbF7T7HpCF+uCE0ONkHKc8L4SC0Z2gopzhEbY+zdC2nbNPjiQr2lEEKxwA33aH0LbY5fqjcegL2a\nHTYGxGgbkrE6T8L1IDL4tpsTXO6Cty2S66yfGz/AhHbndWWMwY2PCBja1WtsNlGfP99cmxHZcpit\n+Pd/8Vui4T7brLJNhpj4a4azaWcrcT/vCiZ7enr+uNh0/O7Awzo1G7cONzpCbHRnFfCuCtI2UNxa\nJNy8j0nGt8oXfv0aaWtsNsVNnxKqNX//8PfaU9FaXet8i40SDehGD7WjwkXI6ICweYOsjwnZHKkL\ncK5bQwEEkin4GhNn+NUxxqVEkyNNvDUl2+4NaUtsMiREA2gLojSFRq0bVK0z1grnjZbNUC6QpsbX\nuV7j1VnxdArGEJoC2grTzWdfDa7UlP0Ck07urbaKr1WUy5i7Ra+M1XnFt3V8vAW/foW5xxaip+dP\nSR/s9fR8xoTNGyQ02NnT3feuBnkigt+8UYPaeEjIzzDpGJNO1Zy9C268aCZYmkrbJUeH2r4joqLd\ndc7OGsHEYAQ3vVSpdNkEm467OY0a2Zwj0uqG61L1zRtdzqOICOJrjEs4/e5vCU1NKFfYbEooL7QK\nlwwJbQ7S+TuZCBdpUBuaHF8sINSA0XbS1hGaChvFuxYrqVaE8gIzPERCS2jKXcBn07GK17l4Zyi/\nxcYZtDW+rRCfIU1OKNeY+Vc7i4tQ52p9MToknjzsPPy69xc87eqYlauAXhmup+dzI7oyX2eTwVvu\neQfWQed3F8qlrrXGIdUKO5gTdevR1XXSJhO86CyejRKkOMWYTqhrsIeUC6Rc4LH8E+WHAAAgAElE\nQVTY/V9i8Pj8DYyOcOlYK3L1iiABnSPu/FKJIM6w6Qgbqa+eNwYTJUjQtn+sQ4LHulgVk+sNdD6l\n6WAI6xVttUY2J5hkghsd3A7Mkgn4M2hyQlsSOmuFaHSA5Nq5EXwNvtZKWTYlbE5U9GS4r76o9Qpr\nDAzmnSDYBW50iI0zQr0mbN5gspl+JlcSoFvUSzWAr3+SYqdLp31e7mfApy6m8jHog72ens8Ym052\nCmv3Ib5GrFVlyiaHKN0dJq49j2+w8RBfNhAlWOtom0rbL6UFl+IGD/DrYxBzbYY9+Bqpckw21fv7\nWm/wVefTpPcPvkWqFWLQeZJkQuwivAfjIp01qXNtWeoU33ZckSb3da4CLyYC6whtBcU5YPHWEaJU\nDwGD+a5i1158R/DNlWCvE5ERQdpKh+uvvCkbJd28jCG0FRZ7bdZGQtN9NmFXVdzR+R5GcQQVPT09\nH5jtWmIH87cKJ/3cCNUGRHS2T4IGRWGEMWo3Y+LBbk5uZ6/jUrBWLW+M7ZJvQDzEJkP88mVnUG5U\nEIWunb8pOqGtfaLhHIZz2mKBEEGUqO2OizVxtXqpPRvplGi4h1+fYJKg7fhtqWrK0ydqyeM1yXa1\nRdWYztPPxUhbqlInwHCP0JTI5jXEYzAevLaMSrdP2GxKaCq99jrXyibbNVoI1RLqAjt+uEvkBd9o\n4GWdBs1tg4lH2HR6f+WvW+vv/dn4BjD3z2lmf7jNRk/Px6AP9np6PmNuBRk3MMYQd/MgPj9FjLtm\nvr5l21IjEiA/RYoLZHSArF5snwmTTbtMsAUC7fm3mGRENH6AVGtCucAlQ0w600ztVrRFPNhE23ya\ntVbukk7EoCkIzhDNvuqyrkIgYEILyehSyRODk8ug1gCC1SDUt0Ci8yRRhqxfI43fvX/TZd3NPT5W\nlweqBJfNr/lN7TycovRSIXT7mWUzFYi583O3RJOHDKYT1lfaOPWAuuwOqP2MXk/PT0Xbsy80mfNj\nK2t/Qi6TROon6qYPO2EPg4kH11rNTTyEaNMpF1udtWs2SDbHDvaw2Uzb2EMDzRoQXKLrlxsdEmyE\n6daz0GgAJm3Xil+tkHiMySZIfsVColoh2UwriiEjnj2hOf9Wxb2WLzBxpsrEvt6pKYe2BOsw6Rip\nVpjsCW7yeKdMaaIUm827efIWN3ms18zljB/NWufDEQgzsMllK200gMyDb/Hr17jxAxVk8S1+9Qok\n6D5zo8XTl0udHYy3Lf6X++Fd+PXrH92mmS/OaVenuPHRJ5V0+JTpBVpu89GCvWfPnlngfwL+Hpq7\n/i+eP3/+N1du/0+A/wZogX8G/FfPnz/vzaR6ej4wwTf41TE2m2l2VcI12eotbnigQ/LVUufrRIgn\nR7vbRQI+v8CKx1YL2mveT4JsTvA2ZjuzB9re2Vx8p5v+YB+MwRrwxnWCMPpYfEOzfIUdHeImCSZK\naeMUigtGe4fkrWZd2/WJCqwkE2RzAtlcs9r1koDDr15jMAiCyWZaqQw1Jkpxw31tW02G2GiwM18n\nNNgog3qN1AVtNkHqnGimWWqTjKCtoS209fQjInWuMusueavyXM+nTb8/fnxsNsNE2bXg6OdGqHP8\n5hQ32sdug7DB/Nq8mo0yVQQul9jBdNdqHpqc0HYdEnE3Q9iWhHQGvsKMHuzsdyTO8MUSTI2JB7oO\nro4RYzGlQDZVG5ytX59Ldc1u1rQXBdgIM3miyT2bqun5/GtCW9GWa628ddY94lL86gSkIUQDfNto\nwIXRoCsagFq1Q/CdVYLBDfcwTY54j40zmrNjCB5nHqkicaJVPGMMNkpo1ycYF+MG8y6Ai/BNiYRG\nT/vxUDtHQqNK0dkB7kbQH8oFxqW7YO9duGz6TjuN0FZIne8qyr5p9LOVgDF/uM9fz7sJfR/nLT5m\n6vgfAtnz58//TeC/Bf6H7Q3Pnj0bAP8d8A+eP3/+b6OqBf/hR7yWnp4vF2MxLlVluHqlLS/34MYP\nMV3gQ7PRdsgOaQqkWhBEaMVAW4C5IZcdGkw2w4wfYyaPuzm1bpkpzvDLY2w6Jpo/1Y0/VJjRgW7m\nbU5YfIs0uWZAmwJCQ7FZ0Z5/Q7s+gWZDKJf4i+80+10tYaOZW6mW0OQa4DUbpMmJZ0+I936184Ey\nxuBGDwj1hjY/I+Rn+NUrragF37VXxmAjfHGhJsDWEY0OiOdf31up+1DYbIKbPsEmo/cy4PX52XsZ\nuvf87Oj3x4+MMeZnF+iFaqOVti0uwkSJVuRuICK7NUDqHKkW+PUJfnXcBX8rpFyqYmaz1pm0aqmq\nm6HtPPIWtBff6x5gjQYbEmgvvtOgCPR5y6V2VCB6Lb5T4QRtBY0zojhVY3ZpCN2+4NcnSPFmF+jp\nN5vdHLU0Oa9++xyTTLr2UTVVD74hrF7ily+6Fsuatljii+UVKwdVi5a2xm9OocnVUscmtKtXWrm7\nknCUrvU1nj3Vz60tIJtjBvu4bEKUjgilJjK3n6ubPLo1j/02bDrZBeX3oRXlzlYImBweEc2+wq+O\n9X38REK50vfdl616fgIfM9j7d4D/FeD58+f/N/CvX7mtAv6t58+fb0+SEVB+xGvp6flisdYRTY6w\n8RA7PMSNr1fr2tUrQqmthNbFOiuSjMHGKnTStfDYZISdPNbM5lbGW2r93hY3wDgVB5DVS2wyxF5V\nVTOG4Bs9gOwOG7ma6dpOXMW3NIuX2vaTzZnsPwCka+EBopGq3I0fXfqph6CtlNvKohuAr/Hd+xIR\nfH6ubUII0hZIuULqtSqJlgudI3SpzvcBUi5ol8f4Otd5vmr9Xp/39pB287N9HzRrnVLWLaernLrV\nA4MeEhe3X6tT2Ov55Oj3xy+Qm8k26xKiyUNslBLK1bW1wm/e0HbB0DYJ5IYHkIzwq9eI97jpY+zk\nEbgEayPc5DHRYE48e7qbtcMYBPVUjaaPuvXbaaAkAFb/u53tTq50FJgIO9gjVBua828R7zUZ6CJV\nxgytVtFGR7v1G6ctmSabd9YNAZNNMcapZUM6wXRKpYinXb3CL4+R4gzaAr/4gebiBaZrRT3zKQVj\nTejVK0K91AqkBBUS235eq2P1UwW01dNDuUSKC0K11qCyWuGLFe3ie+0ScbGKvbwHvlzoPOU7MNkc\nk4x05OHq96P0D/LZE/Hd/H0f7L0LkY/z71PmY87sTYGrpxP/7Nmz6Pnz523XjvIK4NmzZ/81MAb+\nt7c92d7ekCj6eZbAHzz4fIdyP9f39iW9LwnhusdSR11sWJ68RmgZDmMmB/rY4FuO//Y74mxAaGt8\nU7H38JA0GxLCkJPiDXE2pC5zJASOHu5zvDoGhMEoJRkkLPIGjCGNA2Z9RounwjHZPyCKHXk7pNro\noceGnNQkpLMZIpCv1N8PX+LSjCi5zM5Pj56wOX+Dl4Zh3BDm++QXb9h79Ji62JDsP+b8xTeYUKnX\nU31BkhomB0e8+t13JDGMxhky/g3F6pzi4gzja5IsxWYzXJSyPntFNp5SrgqcFeYHU5Zhg7M147El\nGdyf2V28fkm+OCMZjNh7/DWn+WuyUcxk//bPpW0aqs3qzp9ZUdbYiw1HhxPiyHH6wym+qXjw4On1\nO/6Mf48/17+xD8QH3R+h3yP/mPi2pS5zBuPpO+8rIXB4ONa28f0hIXii+Pah/823r2nrijgJzB8+\nZRPXFKsl9fk3jA8fMj06oqkrTn73gjjLSEdTpof7rE5fs1o1pGPD3iOtUlX5msXrFzgrpKMJ9fIb\nsBHJZI/xwUOa8VdcvPyOwXRMaBKmR0949fs1eI9pVl04YUBahknFelvlq5e4NGM+G1DmK9ZrSMcz\n6s0Jo71DwJBfnLL35JfE2YDjf6EiWg8fznn922MwhsPDMS6KafaGnL/4PW2lYizpZIZ4T52vIVSk\nyYD50deE77/DWk/wWnV88Itf8+a730EIHB5Ncd0M3llzRhSnTLvftXA0Z/FKP6tsPKUpcqL5b7Au\n4uR3zyGUP+r38vXvXhAlKfsPHr31fuVmzdnFmnSYMjvcB+DoaIr+yb8/dbGhXC+ZHG69AD/tv6HP\nbQ341PiYwd6S67+d9vnz57sUdDez8N8DfwH8x8+fP39r3Hx+nr/t5j8ZDx5MOHmHT9anyuf63r6k\n9+WrFSE/x40ObrWfhDrH1zXEQwqfUJ5cVsHA0jSCLhEVp9/+VmcgcNA2+M0Gm02RasXx3/xzrba1\nBUVeUdUCJsIkY/LlAte2RL6GeMDqfNEprV0uPaFt2Jyd7DK9lybvMa0XrO3m5qKMok0JyRyaE9an\nr7Gzr3HTrzh//QbanKIUGOwj1QqiAaHZsLk4pTZj7PgxVX5G+f23MDyAjbY/inFU64UKGtgMN/mK\nxjrsdNRZP/weJNCIpyobHegf7N/tj7UpkBCo8jVvTteY0SNKz+6zvXbf1WuMVNjJ0zufK3URF926\nJ/EeRPLJ/N5+iL+xz/xw8EH3R+j3yD8m7eYNUq1Zzb/WKlWHWgP4ndWCSEDWLxGXaVVux23FR0kP\nCO0p+WpNsf5r7OgBvlWpqfVyzWaVYwd7YLu1WYacnKwIjcEkQ2pz+Tn7akWoSrAxtZlgmpe0Vthc\nnFK2DowltJ7NQoOx4pvfYQcPCOtjxGUQR1CuAM/65ARdkx3Q0lYlb777rX5PRNf7ENisNth0htiU\n0xOt0gEM5we8ebPGmxSaNa9+91tMnGilpC5hcIAl4KMpQgWphWpNuVxyvN5AaAnJRBU4bcT5Rd2J\nyAivv/lGvf6Cp10tIBpQoftcc6FG8bUZst6cEjYn2ME+bjDDDA8hhPf6vQxtrfvS4IjW2nsfo5U8\ns5t7zBfnFEXN41/9+if9/vv8lFCtKMPg2u/Yp8j7rAEfcr3/1KtwH4OPGez9n8B/BPwvz549+zfQ\nIfOr/M/oivcP+8Hznp4PT2grwuZU5+HuaB/ZKnX69SuCMbjBHtApku39AuhEUZYNhKBzfNtWnSjt\nxE+682m7AeMwoL5LEoiGcySbgDF4gPNvNNDr5kYUpy2hUaqD+8WZvoYvdf4vmXP+8jv1bapzmhCw\n1iFRBm2JlBeIdWhriyEUGsDZ4SE2HdMWMUQD2vUbNeIdzME3+O5+JGOi0SGhXGCzqapzRjE+PyNU\na8JW5jz47r1rK5AYh8Foq2k82LUCudEhbQioSM39ymsigtiI2Bl8W12ZU6Eb5L9eiTXGgoF29Qrj\nEtxw792/AD0/Z/r98RPGZlPEJbcO4SE/V2Pz5OvuO4Z0OKby7z5qGeuIJ0eEcoWvljqL22rAZm1E\nKBcEYzHxWOevqxWhWuPGDwGja/1gho1SXDrRdtG2RtoS2f+XkOUPYGJEgtoQZDNdr8sFOJVMMekE\nO9jXdkgjEE86pU+PagWh9gjNWoVa0ikkQ0K9QWwGCGIslOfo+meI0wH52Sv1XwWwRpNxJgajXq40\nBe3mDOoVquw8R8pzwGGnj7FO5/RociTOYDCH4lxbGzvVUt036sv1M4qhrgnFAjc6gNDurBFs/P7q\nrKE4Q3xLPH96/318g1++VEP7wRwz/5p2/QZpctrqp3nr2MG+igx94oHen4LQR3u3+JjB3j8C/r1n\nz579X+hf/X/27Nmz/xRtSfl/gP8c+D+A//3Zs2cA/+Pz58//0Ue8np6eLwsbqU/SPQaygHo2ZTNC\n2+jBID/V2bxs23IiGBthogiTTfHFBbRGs6Pdc7b5OVQrNWEfzPHrE5Xh9u01mWuTzRDfdDLaJQiY\n6SMoFxo4tqXONNgI8ZodlbamKovdtVCeq9ancdjpE8L6lQai24DW68YaxBAWP+hcYNIi9RppcqL5\nU9qqC1JdRtwZH9tsSlssoVpq8JaMVCCm3mAmj7Cdx56IwGCOX79W82FfY9IZdrR/+aGGWuXe3yKz\nLW0J1YLaGGxqdwa+vlwSinPc+OHd4hKiogU9nzz9/vgJY11ydwJtMO+sXhRjDPNHT7UCV20QX+GG\n+7cet0VECPVG556D7+xepp3QVSCUF7jxETZRsRHZrgcSkKbANwVMH2OjBLwHLL5aq72CiSAeEDZv\n9NpGD9S6obwAjAqXNAVmaLrkVoqanzZXrtDgRnuE3KjJejygLc618lWv8JWosIvZKi0H6mIDTQ7G\n4ea/UIudtiSsXum1d557mgDUxJ1gNPnXFki1wgMmnSB5RSiW+nrxSIW4fIOJEtzoAT4/pT3/HlyE\ny2b44DvBr8NrCqfQrbXB46LkraIrNpvvxFbuw3RJPxNl3dcRLp3gy4WOE/wEjDH6M+vp+QB8tN+k\nLhv5X9749l9d+f+9iVRPz0fEWoftgpn7MMZgXIyUq53Z7nZr8m1FWL5QP6PBXNtT6jV2sE+oViq+\nEg+JRwe0xiDlAr867oKuVo1zSTVYNIaoO+Q0y1c7pTfJz3GjPYgHYCw+eMjfdFcQdQeAK5tlOu/M\n0kXlv6dPaOtCq46dkS8IFCfbd6jXGwIYp8IwnWcVV+S2Q7HoDj0gvsYmDzDxgFBtCKtjgo2wyUDb\nN63DTR4SQkDqDeJr2vUJ0VilzqPpk3fKc5soww4POHh4wOnpmlBtsOlIh/jj4Z3qfIAKLPR88vT7\n4+eDCn+sNUl0h9/mltDkSFupB907/NakUbsD/Xs3Ktw02NMEXrdu2Wy6S8pFk4e0xQVSnOsaPD7q\nFI5LaDaYZEC097V2avgSfEMolzhj1cbGN0jQ9v12mySDruXe6LpbnQOCb0oILb64IPgag0WMw6Zj\nxFikXGiVrc0BQ13mKiITPH75AhNlROMH2Llej3WRGqY3G1UNHUyhqZCuDVTqAqTFGgfp5NIwPhlj\n4wHGxbT5OdKUmGSsibTQEEKrKtSpVvN8fob4hqgzepd6A22NN5r0lLYi1Bvc8ODaz+d9FF2NsUQ3\n9lqbjrDpiDjNgObuB/Z8FKTvhbhFnzbo6fmCERE9gIwOscmQIGF3mNi1IYYavznrDh6CmAgpznVj\ndymhLlQCXJ8RGw+wk4e0F9/qs6RTotEBvi60EnfVa6jN8WsBa4knR/jFC67ceC1LDkB1oe2i8ZD2\n/Du27ZuX3n7bls7t10JY6uwGLlWVtKbQ+1QXMJzhiwUC2OGBqsUZS/AtfvmDBm3Gqopo1c3MYAj5\nOaHegHXYKL0mh3217UYkaGCcTq8dIIwx2HRCU+SEzTlIjUmG2Ch9Z4C+xefnSFvhJg9/slmviBDy\nMzVCfoekeE9Pz23EN4T8DSadvlXG340OofOJuw9NFj1SpUugXbzARAnR+Khr5bZIaO5UdYwGc5rg\noVriy7UGehhVVc7PwMVaFYuG4ALUS3x+2rVoCtxbvBJsFCNmroFWudI2e7RDQVwG6ZhQr7u13XSB\nHprAa2poz4jnX2knRKd47FevdG2dPmZrs4A0SL61J7BA2CUGTTYjbF53owMC+RtC59cqbQm+RIpS\nq2HDQ2TzGgiYWIO7UOfXogCTjJC2xCRTXfObQt/fYH5nRS00JaHOsdlYK7sdvrhAmgI3efST1+Ge\nno9NH+z19HzBSGiROsdYh/iIkJ9CUmPHh7gogeEBIT/HpOOdQW+7eq1y3vFIK2W7wMqAjQhbY/Dt\na4jQLF5ctiBKq1W1zuIAX4CHJj/XKqN/94yDDsN3r3t1BtCYKy03DvCXX/tK20yb7iASdZXM7dfx\nAL86xtgYu221MhHx/LFWORvNcrfLY0Q82AibDHGDOaEp1eQ3GerG32WHQ7nSmQ8RohttRIjn4tUP\nEA1x6cG9BwXflIT8DDfcuz5rYszbxgLfEyE0uZaR+mCvp+dHY1yMHR1iorfPgenf9+0/2NAUILKb\noRYRQnGOiYfYdAQmpl2+BJci9Uq/3yWE2nLViVFl0JS6jruk+1v2l3PQAG19aV+ze/H2+jXFQ10v\n2+trcGgKjI30rv6GC4gvb38PgAg3faiiL74l+LpLlkG7OdE1WwJ++UIDTpdpG76NtbIYJfr90IBN\n9P6mm+/uPFG1QrnADfZ0lrrOdX/ZnLDdH7Z5OG2tv7w66UYG6NZUO9jrjNDvLqr7/Ax8RZAW0sm1\nn9kHWIh7PiC9F+Ft+mCvp+cLxroYM3+q2cm60M2+XhPaKTbSeRGbjq9tgHa4B36MiRJ8nGqlzHSt\njeUC8QGou3sbndcAjEsRayEINso0MGxynQ3xFZQXne1TjImHSKUBo40SVUTbIl4PNYN9KM61XSme\nQHHRZYG7Vk4XdXMrHfEI3+SYwT5SnGNTNS7XOUKnBwVfI77Gbzzx3i8J1fryQOUr2mqjhw/jiPe+\n3j31LiuMQeoVra/1PaZTKM6QuoQbZ8H/n70355Us29q1njHn6qLdTTaVWc13rpC4iYNwMADh4oG4\nEhZ4CAyEhMSPwELCwEHiFyDhXAkLCQkHgTDwrkMidLnnfNVkZbO76FY358AYM7rdZFdZVed8tV4p\nz6mMWCtiReTec80xxtuIyzh79h03az3SNt5GrK9sk9Ftjoq92xqUz4GIIzv5hmGzMmDA50FE8OVd\nJ8FQ35iJyvm//N7ztzmmsV2ZviyfAMYmcOVJasgtTRc2fkSsrwmbK/zoFN2ueaFJWmdrbkm3JJt9\nZS6V9ZVR0rttASfgy+MCzZdW+PU16LYodamR1kK7OFaepYmafYAW/BhifTQ5c/OvbJ3MS9qwJlz/\niBudmAauPSg6Y296PBUIDVLNkiZxCURI7IUtvTQ7/c4KTyBsLtEQiV2NKyYEV0B9Ydc/egTtDTTX\nUI7Jpo/pF6/prn8kP/kaJxBUkURZva8Yj31DWL3Fj87wk0c22SunhNWbXbHnR6dEvyas3uEnDzft\nBgz4PTEUewMG/MEh4qzQcw4/Pkd9tjNf2T4PZgUtzkLX1Xn6mx+POsOh3aSb+GFnVMEXSDWDvjd6\nT2yImw4pJ6anW73mCLFLhZ6DYszpk8dc/PBnDrV7GlrYhhPHgJOMuE2Hqk7smKTBQzyMzmB9AUQU\nZ5uS0JoxiqbpX3GSdH9mGtDd/GybqJ1uMIOYik7ndzf3fvGzmSkQISsRDUbt6jbm2AnIA8XcaH7K\nsjFL6tiswAku0Wj7xSsT+o8fmY7wQGP4JfFQJ3vAgAGfDxFBnKNeLYhtczAF2iNuQ8fLKRIDKs40\nwdPHgBWCsb7Gz7/GZYU1p9olINZ4KmemNfYFbvLY3In7Zq/5FQeqKYR8S4nPbk3idL/uHV7/aA7d\nBtXSck85EEJptL/6EmghWKMLBKozaFdGnwfirohS4uZm5/p8CO0atlROXV8TQgfNjblRjs/SvcaK\nsri5RnxhQfOjM7qr701D6Avc+BGxBujJygmalUf1m/Y1FuT+GldNyU6/PVr/Yt+goT0q3iXR+F1W\nmiYTLLqH49fVbpOmj3fdMy2APuDK6Z3nBnx5xEGzdwdDsTdgwB8MqpG4ucaNTqzQi73FHOSzew0G\nVDXZYpvQ3wF926QNwu4gK3JwB66YafPQb9BVd7DZgF00gc93rmuAGQG0241JD+2Six+W6ZiG3Yaj\nP9isCMRN0nn43DQc4UAQr8EmgESQ3BzTohVjrpoj02dmKtAm6unWWjwZDFCemMlBNTc9iS/AeWJf\n47a23+IhK02vWM1sU6aRcP09ZBVufGbTU5eTlffTJUN9BTGg1Ql+dGKvKd6cVB9wUx0wYMBfJ1w5\nw5UzVpevCG2Pxu6OdhdxiMtwvsCNxuiit/V4+3QxxhF3zTcRIZs9o1u8hu4iFRZqk/+bH3CpMaTN\ngq5Z4GfPErW9BylsSuc8FBNcObdGW+j2Zi5+lExZMDfJGNLj2fF6L2mdPzSSkgwZnaLrNxyinM6p\nF1tNd6S7/iGdd+D06Vxa3wUw3SHVGeSVFcQH63lsbsAVRHFofYkUY1t7XWb3r/m3xtCIwTL6ujXR\n5QgRf/ItMfTo8hXaF7sGmunJ03ULuKTddlmJmz+/+2976x5pFNCHjXdifY3Gfij2fiMMNM67GIq9\nAQP+YIjNyqiBzuOruRUU1TzRh+45vlsbHcabhqJfvjZxO2BLSG+xC1kBo+8Iy5/tRF/ZpqBf7ws9\nV0A+RmKLNjdoc4OUc+u4bk1T7kOfXOHuIBVa1SRpUtYHAn/BspzE/uBBMnT1807nF1ZvyaZPCShx\n3dmkslslgb6AdtAlp8x8TMhqyxQMHdnZn1Iu38hITwdFnIgg4mFirniCUY4Aep4eFXyx3djUtJxZ\nRETSLN52dxswYMBfD2KzBHH3TuzAstdAOPvqW97++ANxfWVTttiTTWxy53wO4/N9Mef8kZPvYfMt\n9i3ic1tbqrmxG9RhziqmT47NwiIIbn4GIuHmFTvnFQdobnTLukE12LHX35tWWrytfcmtWJy3ZuBh\nkbeFhrQmb3YPyfQJunhla25eQd9BMUqa6YPN99Hr2cTPjc+J6xu7tnyKYPq8uPgJyhnZ2Z9MH769\nj8Q2GbCAhhtkdLYzmPJZTmgXhNWbZMhVAxtUBSfpnnf6HbG+2bEzYrvYfU9+8mz3fbvsrhHOffgQ\nddONH31xi8gYOsLyZ3x5sssPHDDgIQzF3oABfzC4crrLBYKkORmfm7FKs7zTfXT5CM3HUJ0i7RJE\n8MUEPftH9M3SohJchitnu26qJK1fuLlN0eyhWaAH1m/aLLGdyPuzjG7TjOziPPQbxGdks6d0F39J\nr7N1cmv3p0mGFLntF1JAusZo4enriwNjFz2YQlr3WUNHXL7exzvko90NPiQzmtitIMajeARXmFYm\n1FdmCNOv0fUF0WeExWvetWNUJojPcHmF7PINITYLK8Qf2Ex+acS+QXwxaE4GDLiFGIPR8A42/6G+\nMVfdB34/w/I1Io7i2T9mS0k3/d2G4K7xoxNi35rrb1aRz58nx86D960XhCbF4mwukWKKZCVZNUdP\nvia0Nc45i3WoryG0VsCkNSjcHLgbh4CtjZIiHCamFZ4+Iwqw/NmeixFEjJ7utxMsj7EqHp6Y6OKn\n/fPtworGdkldH7AssrGtobYIs2VbxPoG+iUAoh0ao2W3AjTrfc5eu7R7SIymnIEAACAASURBVDZK\na7/FLOjmgi50ZJNztFlZFEQ1x43OiKEnLl9Z8bi5sMDt+tre22V4HuHEE8VbZmoxol+9RZslOn2K\n/8j1N/ad0T3voew/lHP7yyCmXRxC1+8gDoO9OxiKvQED/mAQEaO+3EKsr1GNd4o9EbfLJiIvDx4X\nfF4Rkli/u/j/wFdkJ98CmGunHuYLOaMLbd02xbEN3gVnGUntMh3rIctv0TW9uV1uNwGw09AZbalO\n5yT93D1w1RxGp4gI/aXpAEPsDwq929D0v4KvZqiakcJROeRzoyBJhvh77jKxS91lkrGBs+mnRprl\nDX4+NboV0K3eIohFVaze2fuffPdeA5cvAY094eYn08GMH7aPHzDgj4i4vrDA8QONl588hvc0Rnw5\n303pRM1RMps8po+vifW1sSl8vrP5V1XC+goNNS4fmQFL7Gy9bAVXnVowe7u0oqm9RusFcvotLuSE\nXfHkcFlBtw0t3+GgmRU70EC3fIuIQ/LKXCvFIz5Diqk5M3drpDrZ6ezC+t3x+rs1w9q+LkAxw4lA\nMQUN6PoNuo3Q6dcHsQa2Rksx2q+PYP+dChiZPTP5gMuQrCQ0C/zk8dE9qt/cmFFNu6APW8qnopOn\nKbgdo8tWpzYNbJdwENWjqvjJI5suhp5++camnM4Tlz8TxQoqP/sKd09hFeuFabjX70xLuL1X/kqI\nzZKwucRPHpPNhtzVAR+HodgbMGAAAG7yhMPNgWnMCrS+xOXVrggw2qE5lLlyipx+R4zBtBQxEENn\n+oetmclWAydur72Q7JaGT9CsSjdiMRrQgU24TJ+bDmNzyfEGA3YdYjqjDkl+q8jcI4aOrBglTn96\nDZ/vs5twpmcZnaVJXtIehnaffxc7Yt/RXf4FiiniMpTGnOaOMvY0FdYTfFYQ1xe46mwXxSDVjPOn\nj7l4/Y6weoMbPUpTT0HH58mKvH7QKDMGK1Jv60c+C+LNdvxXMoEZMOBvGa6coVlx7Er8AYrfIbUu\nm3+9f3x8bo6ZqVDcuvr27QZNNPao4KoT/PgcKSZJu5vZ2tDcoNGmX240R3G4akbUiG7MibJbvTVa\nu12orW++OKJQxs0NxMZsUZqbPd3dZRxO8SQf79Yy1e1i5NPr3hOT062J4pDQ4KozfFHSbdJaf8/a\nrIgVqKMz8BVx+RO2NVV08QbyEdqtoFngx2do6OiXb3fOl5IVUE3REBDn7PVCYy7QWy24L8nKCdE9\nNx1ifW3HxBSknqKF4uqNPZ7yAqU8MeOV0KDtGk3HwX59D5sLY7ZUJw8acX1RuGSg5obt+0PQYbR3\nB8NPy4ABAwBwPrO8uPU7pDozao0qiCDugIbiTVcS6htCuwLtd66TaLdzYQOsu9umG67GpAdRo1F2\n2yleEuWv36a/6508KF3+dPD+exMBw60pXm5db8trSkWcHyFO0OUrOuT4RrnN2ZPCNiLtImk4sBvr\n6PxoY+fH5+jmBu3X0Fzb5iI5eEaXWUZWdUpcpc8jQjb/Gj+18HOX7wX/6+t3O9dQ0YBMzVBBRMhP\n3t+1jesLCwU+/e4XUy9F5ItEOQwY8A8RLq+sAfUlXstnxHpDv7nCT5/uf3fTmiPVCdo1hOUbstnT\no2ZONj6F8WmKylkS8wls/kIcP8KVU2LsjRbfHzSztoYvt7V3R4Wa2lqfj9HQ7XV62Zi4eGXPi0/f\nQbrevITm8DXSOphMV1RzNHb0bb1//qjBl9BcA4IGn1w53YGdYji6T4RmsWN79P2GbP61NRa1Jzv9\nO9M8YiZk/eXf798jNPSbK7RZQWyRcoabPiVsroj1DeK8xdoUU+jMaMY5wfncJq7N0kLVN1c7Y7Ow\nvsBPn9rn2moBPxKxt+LRJZbJp8DlFS4fJnrvw+DPcheD5/aAAQP2iMEoNxpw069sGucyoz9u0bc2\noYs9OI/zlRmvpJseW52H5IluszUIcCmAt7Eb+PS5ZeztpnQftxzJ6IT39qnaaxP5V0ajkskT3Ghm\nQejA4YbkCN5yrG5/H/SbI81FDD3aXO8iHrbXH9aXhHphG5YYkKxEsgLJSuLmgv76e7rrn44yA0PX\nQj7Cn3yLK6dkxYjsIzeVpkn59M3CgAEDfl+ohuS6ud+VunKOG5+Tjc9xeWkFy/ItMQbC5pJ4QHV0\n1Ql+/vWOeaDtGuc82eQRfv4cmT/jiBJwTxzAfRAn+yngtim2nWZqgHad1r2w19SBhbq74thcZvyI\nuL607D97AWT6MMVRuzZN4uIDzAy1e4840+xJRr98baHoxXRX6G0PtSllDqPH4Cu7jsQ2kWJm1PjQ\n2p8YTG++uUC8I8uL3ZovIkhsoVsiWb6bqklWmuZv/hz/iWZa2i6J9fV75AMDBnxZDJO9AQMG7ODK\nCfiMsPjZburaQ7g1OfMWeu7GZ4AQlm+S4YnRnfz4zATufW1aiuQUR7zV1V2/SW5yALnVevnMbLfF\n3X8jlNwoR9zTIT5EtzTqD4qu3qF5aRTPfHJnapg+FOJzfDmhXyetHIAv8eNHhM012jf46RPEuXSj\nz5HRI9RlsLmwwrBbAZG4vkDG59AscJMzYru2dqNaIR1jJCxeUZQF2fTzgni/5LRhwIABvxxhfQEa\n7xit3IYfnd6ZpLu8ssKuvsGNTomXf0aB4DPYXCNlsN95kvtjckcGoF/Tb65xxQSXFcSt3lcKZHKO\n85nFwNg7sTUnOV6TvRVclj0ALKFdkJ39idi3RmvXgO6aVftCVXyO9gs7T+35uHpzZw0/1ObZW06s\nsIttKvC262DS/HVrew3JYXxm9wZNXIrY23paVfhyRr/4CVfMgYiqkp/93e5tYjEirN6m6eQEuiVR\nBJePiCJE7aG+QqpTXHmXyu5G51YgHjA8JCsIy9e4fPLJbpjb15OBivmrIA40zjsYftIGDBhwDPFI\nVuGyEp09v9MVdlmJmz0FsLynUENscbPnaGd0l2zymG75xvLufJ6c4HZvgE3XAvuirQP1idJD0vQp\ndyia2kF3vx4PnNmU9wE4DAk2AxgEm+i5Asp5yt5L11VO0OaGXm85zsWWkOiSxN7yBoNN7ixAPrnE\niQOfOuGdRU3o+gKcgEbTkmjATR6Dqm28NNBuWrLi7KM77wMGDPjrg6oS2xUx9Mh7HCvfhxgjob4B\nIr6aI6NzVGNyjvRou6YLr/DlxHI8j3LvMnRzRUzaYlfN0cTIEBH6zfXhOwH+oNDbFlhhv07X21w8\ny1gV5/YUzH599/OntXCn04b7m3U7Ay57X5fnxHqVrkE4Wqt9CaG372PyGJcVhNASY0jh6Ol66iuC\nqlE/NRLbZTIam+31dUm/56dPwOVmRoXplOPV92i9BA1kJ98eTwi331hXo90a8edHjTmNwf6NPhGa\nrpGPjHZ4H2K7NsOfyeNfyfVzwD8EDMXegAEDjuB8tivmbiP0LXHxCilnZOMzfDUnaDBdm8/ol0tC\nu4HpEwQ1NznJEsVH0s37gE7p02Qq1Mebg/uE/+9F2iiE9uD10zOz52bsonGvW6kPCr18Yk6gzc2t\nzQig0TQwkgLg25vj512+d6cTnwKKSyRFM+y691mJyyrE57YhzCs0H5P1C8LmamcII/nIAtW/ALYm\nNIemEr82YrcZCtcBfzhoaIirN0h1QjY+f++xsV2BL+847IabH6wAG9tU0Fdz+psfrek1msLmxlgB\n7QqNIeWiKogjP/uOfvUO1UBo18m9MiduLnGjM7TfrqdbM6uDNdJ53PjMXCV37scHE792uS9fXXFQ\n0CWaZOysP5ZNLIP0IfiKbPaU0G7Q5trWyXK2N+06ZFxohM3b3V/D+gItp+bdNX1MqBfE9f55mgXZ\n2XemY5bMJp2X3+PGp+BzNLT4+TfJQEXMMdp5C6k/+ZrQN4hyb6EHEOtL6BtiMcHvpquO/OSbhz/v\nA4h9Q1hfgjh8kgLE0BPrK1x1+unOyxqtcByEajsMoep3MRR7AwYMuBexb0CjCdcTrKNqndXYbXD5\nCJc/R1X3GxPtCNsJGGq0nvFjsnJCf/mX/WsBfQhk9PcbTvpyH9PwILbOnGlxPywY/Yhs9oR+8coK\nkPI0hbaLFVfbzULsLOR9d2KWIhy2JjCKTL5CnBBvfmLXCXcON0suoe1i390uRmSjM2Joie16l8O1\nDU52PsNNn1oobn2BhprQrsF5tF0iWbmjax3COsjy0ZTPuLkgNiuyk28e3MR8aYTVu7ShGuIbBvxx\nIL4EcQcUx/uhMRCWb5FyYlP+QyRDqe1mX2NvzSlfIjHgTr4xR06NlkMnYhmfGq34E9BmvSsmJSvQ\npLET5419MHmW8vQOG2uBuHzLvZrpfGZr6naaF1NO38785cDxU7sDRgbcbroROvqrv9+fG1oC0YLP\nV+/23xHRJHdsV1rLUo2xT5rygFSzFMR+aa/nPLFZEbtECSVidPq3pu/rG2I2Qhc/4apTpBgRbl7j\nRnNcPkE3Vyjg76FwAin2YvFeB9aPXZ+129h99eDfX/vacv2yEvwnUkLL6Z24pD86vnB+/T8IDMXe\ngAED7sVWf+IOupdZNUeLMf3iNWHxM8y+wuUjwuLVsdtbMYZW98Xa+i39+u1B5IJQ52c0AU7ixf0X\noPGeiIZbcMVBbMKtFT5s6K/2xSX9xl4vL/eF3nYj0G6QcgoqlmPVH76nou2NUVLFWed9lQKIW4uU\ncONHhGIGy1fQ1TDCzAm6mlhO7XvMyiOjG+dzxHn6EFL+XgbdyjYDt4o9VaW//gHJR2Qf0ANtIdkI\nYrTJYV7hisnR87HbAA6Xf4HohgQ/HiipA/54EBGjDbpjGp2qsr6+JAZr8ojzuMk5kt1t5uTzY4dF\n53NC0uVpszIjEp8RN1emAY6HGjfTgcVmnXTWjRmOaCRc/2Drji/RdsHxVK9IOmLdPy45Mj5D62sk\nz9H1IW0zrVUa2NPdZX8t5RTa5gHjkftonSu0bY6eO0ztk2K2cyl1s2fmeLx6Z9O6br2LjIl9dzzp\nO5pAqtFaYwfZyIrGxc8Qe+LyAs1Xtm49AFWTHPjJ4wdZEqqR/uoHXDn+YE6pq07Sz8p+nfTlFJdX\ng4ZvwK+G4SdrwIAB98KCdO/SIcRlplPbXBG62igpWYVkFVrf2H9H0+ppPoH6oJg7KNxG3RWjYmzy\nuh0ydhSi+xwzb0MPaaEfAe2hPTg+q6wI7GsURcqT1GG/1aHfduyLGaxep+tT4uYKiLC27i/jR5CV\nKUdvjhTj1H2GqAEVh/Yb/Pixubx5D70jO3lmmzgd4UanZgjTrfGzr9B2Q+xrM2RQMc1Ku9ppUmKz\nAp/f6Tq7YozkI/rr74nonWIvrC8QcUdREL8Ut99jwIB/6FBVYrNAKsvZjO0a7Ta48TkaOq5e/YCU\nM2RsRky+/PDkJjZLNLRGL9eYzlFic4tmjloRF3vC8u1xY2z732rGWSF00G2OT7+9zoFp18pJaurd\nmgJusz9vX8P2/w8dOndF4Ydw3MzbEk0d7Ao9qlNb84oJjM7RLcVTPFHVHJgP33d773AZLh/btBMz\nVTGDr4R8hMtLXG7Zq6G+TuuqFXUx9MTmBq2vcfHUTGLuhdh6m40eeP7gSJF7G2JDofflEAca5x0M\nP10DBgwAIDQLoxD6fdEQmyX4wjYx3YawvrSgXw3gM+uuhhaKcaIxipmRbG/6/iG3yES9bG9vHD7g\nsnkb+eiuzu6DOOhIb40INGAmCKv7N0DbzUOzSOc7y8OqL/eHtCujOeVVosAqbv6c7ORbKyTF0V9/\nb0YvZOSTM86+/hPvLtaIOCQf47MKbZbEbr3r2cd+g3YbK6bbJVFAmxujhWYVYf3ODHXu0VmaJuUb\n7ktm9+NzhvSdAQM+H2F9maZsLS4GGJ+h/YbYrnCjM8TnTM4es7p8S/TFR2exxW5jOruoQE8InYWa\nd2uy0++I3ZodnVJkdw0PXOUxw+FBbOmZke76VSrqbm2awyesz6nQy6oRITs17XO3eP852Qz6xfGq\nVJ5AbTTLsLnFAimmsEkUUFdAMTateH1teat9Y2vxVldYGH02di30NdnUmm7277jarfM7LV19hTZL\nZHRuzI8HICL4ycMTva2m7rei0w8YcBtDsTdgwAA0BuLq4khLoqExSmHK09sWDDG0ZqGtGC2S1mhA\nwWgyfvLYVHjbrmx5snfZ3EIK0IBMztDVBZ80nTvEJxd6hzigLiFJJHLPzfiISpo0K/nIqJZtyqEK\n7b4g7Gq2lNJ48yPu7E+4Lf1ndA6rtzifE/uaN//iz0h5CqMT4uYKjb3FOsRAdvotQKIFqel00rQu\n+gLJqrTJeAzvEfU/RD061GIOGDDgMyBiBifVY4utweiUbnS2+72bnj1lvW4gK41SXc0RcTaRdx6X\nV/SL1yCSziNFNyj95grqa8RnuHJu9HiNacKW1te+vkcrmNn61H3K+nigxQubB4752GIvxe0AfV0D\nP6XHPvDe/e1i0CP52KZx28mXkFxD4/F9RSN0NRoa03t3a8hGSD4yCj4R53NcMd5Fwe7fXhCXofnE\nvucEV51CXuGKz9fEXfz4Z/rlEpz/LEOXAZ+OwaDlLoZib8CAAYjz+OljDu+CrpwfUVpcXuFOvqa7\n/gFCa0L3cgZhatbUaBLy697VLdR38/WAbRaT3uOe+ZvDTyCsrBO93eQc5vHd0Qxq0tatEmXo1kbL\n5RYgjyI4M1pIxbKLATn5GudzVCPj+Rl1tOmnG5+BxqTn0aP3C6t3SDHGZSUiDn+Q67Q1gBkwYMBv\nC8vLO37MDDr2k3SfZWST5CC5uQQRtKttWp9XuPyZPdbXhJsfbQ0o57i8Ih+fE7LS9L/e1oVw9fc2\n0TrCsV7ZTc7QqOiu2DuMNgCb6DuOi7cPuVq4jzhmi8M1/T7DFp9eS28dcws+RzcpMzA107LTvzue\nVO4cQXtrIm6/e8kgdKZdjC24AnmgwSUuJ+oamitilptBlngzy/FT+uUb0Eg2ezgU/iGIc3aNYhO+\n39IdecCALYafugEDBgCmtzq0fRaR+29M1al1TIuxOUsWk2Sm4pHRIzvnUH+gfQrFvU0z9FAvbDL2\nm+IWpTHctQt35Rw52lBtu9KH54oViC5Pm4yE2CEC+fw5fvaEcPMTYfWOfnVB3LwjJuqoiOPkq28O\ntHZiVM1gbqbb4zQGtNsQV+/or/6ecDuY+AGoRrrrHwib6w8fPGDAgC8G1UgMx5pjV05xkye4cp4m\nTYqkaJZs+sRiWsoZUk7Rdk3YXNmJSYMW62ujayK4fMzR9u1WERNX71KRlJAdj7JkdHq8RstH5LPJ\nrdnAL9aY3S7w9uyRHWI4Nv7CHH+Pr+vgvH6NP/km6Zv71MBL56fM1KOX7zbERJsnBiimRHH01z8S\n1vv3EedTw+7TcfbsO5v69vU9mssBvwZi1F/lz98yhsnegAEDPhqqCut3SD7CHW4gNCC+IBvN7RgR\nILMJV+yQao4TzLGyXWNd3tTpPVpD5fYDHwHBNgofSzH68OvH1Rv8+IzQbUADbvqYuPzZzvWF6UHq\nG8veU8VPzwn10mhT4/OD6ATBVTOiumRU49Dmhq7b4OfP+fmfvyT0nXXqm5u9qYE4oqT+u8+R0+8I\n9RVaL4kxwuYKV5180OZbXDZ0kgcM+EzEpFH71OyzsHpnk7vT73aPmTmLNZCkmKD1FbFr8MmZ05Wz\nXfkWy33kjMtKGJ0mXV4kO/uTGTPVV1bI5HPobuV/YjEA+wvqOZzK6W3tm36MGdYtBsN9jI2PwuGE\nMAen6bVuMzx8mnLO0L7fsS6MUZGna5akLXSAR0bzFAAfIJ9CqE3PPHlMWPxkwfR9jStn+GpO3Fyn\nDMII2YhsfG7xED4/MpvyH8hO/CiIN0OwT8Q2OiibPvnl1/AHwcDivIuh2BswYMCDiF2DhnonWBcR\n05zccn700z29JfatuVc6m3xlZ39nnerVax4s5nbObZ9T7JmJwReF9oTVm91f4/K1hQY7MS1I15id\nt8vQzSVh8cYmfNg0NPYdYfXW/BO8Tzo+2G1yYkdslmR5RgjxSBOJWA7fobtmWLyyYvrsOzMTqK8s\nuD17ODZBxH0W7WjAgAGGuHqD3oqf+Ri4coL6/N5mTF8vzbUYoF3B6OT4Pbva1o6shPE5YXVpjsHl\nBJoV/fK1rZU+hxhvBZkfFlJq0zhXQFjze0G8R8NhIXdABc18cjr26R5gE0+D3Q9cdULoWljvdYTZ\nyTMrqEOfom/OictX6OaCsHVY3u74Y4dzDqZPbbIXWkS8TfOyEsrZroGJOGui5aN7s04/FTF0hL5L\nIffFZzXexGVDnM2AX4yh2BswYMCDiM0N2q2PtHt+dEpsVnTLN/hyZvlAaVNjLm4bcCV+ck5sFvSL\nN7duVvcUdBr4NE3Il8THFJiaNlXpGsOGqMGKXk3akxQ4rNtohu2Zmts0sN+720lhneUnT+e8ebMg\n9jWh9jYRFYdP2Xeq0ShfLtvRptzo1LrV7yn0BgwY8MvhytlnjQlcPrbpP8aGCOtLc3OMAV2/AZch\n1fm9JkkaO5t0tT1ha0AlHslG5jLZWU4ppOlfPgViilW4tX5qD/LLi5bPh7tV6O0fR9xe2w0PxDQo\n4fp7do0wX1gBKx43eUKob6BdILusQNDlW6Q6g75O2kdbJ53PiRogq3DlhH7xCo09+fjMCundpX05\nJkRYvuaqu8JVTz5bW+0nj9PP0BVSjo/csgfcD/0bp1z+GhiKvQEDBjwINz6HOLvTkQz1NYSG0Ddw\nNIXaTq4aFDMdOKb7vG8R/j0KPfi0SeLBNcYW7YJtQEJnHeLm2gpbKaxLrb11lqsTZPLYNnLdBinn\nx11/8UiWQz49CjkP6wu0XZGdfrf7NxARpBicNAcM+LXhyilhc0139fdk868tU2/9DlfNkm7uw+ia\nDbG+Mkr26NQcHouJTfW2rr2hIyyN+eDGj4zutzUWAfAl0q3R5AwsxTQFpJMcN61JdLdgctAvk4lJ\n4LdfYx96v5iaZO/DYRNO07rqdvEFYfEKghW8YXWxP1ZbO8bn0G+QYkTYXBKbFX7+HJfOd+PHhOVr\n+sUrspkF2qsqcXOdjHMqYl8j/vMmcgC+nDM+m7J8yNz0I6GhI9aXOCJ8CUrpgD8chmJvwIABD8I9\nIEz30yeEdgObC0J9Q9SAK6b48SPC+g1EMY3bR4XqYl3wbs2hZfdfNcRZJ1mD2YD7gnxyTheDdatj\nurv70nIJs9K0IX2DlHO0uUGTOQNY15nxY8vPc2Pb/C1eQT7GVSemHWqXSHVqlKR7EFbviH2Nnz3H\nOWcGERqHCeCAAb8A4jLEFzZ1jxENrU2rPsLTBKCoxvj5c1QyNDS40Smhq9H6Culb3PyrtI6Ybi5u\nrqxIqU6Q7Mwo5P2a2CdWgR9boedyKGZW8Kha/Epzn3YPwOFmj4mLn77U1/Ib4D72R4G2C/ruFi1V\nY2q6WXEc11fWPEsQl4HzVlBPHuF8gfMZmo9276OqpqucfQUus6D6m1e2hldTm/J+Ilw1YzSdsdws\nLKBelWz+7IPn9YtXALsi1GUFzJ8jdzIjBtyHIVT9LoZib8CAAZ8M53PcKCfmJYgnLF+h2uPzCe7k\nW0K7sYImK2FzDUSLM+jrfQHo8jT1Szo44L5Cz7mM+NlmAF8YvrDcp3aVuvOLXeHX1Qv7PIcN6dAg\nWWnBvc3CTBsUtL4m9h3d6YjYbnDFKAX4Lix6ISsRX+KKES4fE9ZXxPoa6mt0dIofnd29NpeBywk3\nP6DlFO0aVMMn640GDBiwhysnuww9yRzuwHTlo18jq+iXb0wnln5PEY+6jH7xKhUSDti7R0pW4Ysx\nOnuGLn5OZldxr79zhVHm+xqZPEHXV/s3zEapCIz2uj63gjUf28Sr/r0deh0pMO/TTts5cybjq/pm\ndz/xs2cWS4GCdsjoKyvoVNP3K+ZwGsPOXNmPbR3tlm8gtGTzr3FZaRO+do1UJ2i3JtSLzyr2DiFZ\n+RHTzHTsPUWd+wxzlz8qBhrnXQzF3oABAz4b26mRO/l295jGQFy/hXyEz0eoZOYct8uusww6iinU\nl3yIRvlXU+iBifuL0S7wnMkZ3c0rMwRYv7XHXApa1wiTp4iIbTjG5xAj4jN6FOorLn7454S2hZNv\n0WYFvtppO9xsH1XhRifEbmPFozPKrKqaUUtW4fIR2pkpgWQl4gqk+vjNxYABA748YuhoNiszBskr\nm9CEHhWPFGNiDGiztiy4PAWBawSXE+sbxBe4GAgiiYa5RXKh9AWoosu3HFEmywmsttzBCN0SbUtr\nRvWNnV/Oj0PJvzSyqVFI78WtdcnlVrz2d2NwgGQ0kx+EvSuumpt+PPQWdVFfcXgviYufiM500Pn8\na4u+KO+Go8cY7HsXv1urQ32Dbi5w40e46f0mV7Fbo31jebMfcEUG07p/LLZF6IC/Hbx48cIB/x3w\nr2GC2v/05cuX/+/B8/8h8F9ibnL/DPjPX758+ZvdoIdib8CAAV8WIjvaYuhrsvnXxOYG1sm4xHnT\nnGwd6X4VY5aML+7QCSAFMShs7Npjt7Bu+/4ApJjgqlNiaNG+pdvcQHOD+Hznjul8QRRHaLud4QDF\nGJey/cLqrfkNaI/LJ0g5JZt/hcZglE8ATF+C3+BORkheIarDRmHAgF8ZmmhiH9rkx9U7rtaR2LW4\nao4bnRHbFcSemNx+3egcX83x1ZxudQnNwkLCY5fcI5NBk89ha9iCGkV7/Mhe51YWHau3d68lBoi6\nZ1Y0i8/45A4mT2B1CbTvP/TBQu8eaDw2a7mNYmoNNQBfQmjoL38A7/CzZ8SNGbWQT3DjR2jfoOvX\nRrEXvwszV42E9aVpLn1BbJaW25eVu1iMuLlE2xVSnthanmQMW5qnaiQsX6ew9mAazIPnvxQ+9mds\nwF38TpO9fwJUL1++/DdfvHjxbwD/DfDvA7x48WIE/FfAv/ry5cv1ixcv/gfg3wX+p9/q4oYApgED\nBvxiqCqhWaYbniObPsWPz/HVKapxJ6QHIHbmKrej8Pwaza1faRqoX5i+QgAAIABJREFUAdobC0dv\nrs02/GDyKLNn4DLC1V+s2755Z39iZ+HoadImRFClnMzw82emJWmXKTMKNEZz4oyB2G3or/6emKix\nMcU4iDizDk+v6Uenu0IvrN7eCR+OMRDbIdR3wIBfAo3Bfh/rqw8e60YnzJ88w598Y4Vec2NxDs3K\nmA44mz6BURJDY+zG8sSmdt3KTFoOw8EBm8zN8FmemAAPbG5dbsURQL24laf3OetuhNXPfLDQ+1R8\nSNvdXNl340tk/Cg92ENoCVd/sUIPoGvQ1c9k5XgfAq8BTWum9i3a3CRDF4zemo/wk8e4ckps18TQ\nIfkIDW3KVoXYrugv/0Ko7X00Blwxwc+fG0U/rdGhvq2ZtHujfgbDor/5ibB88+EDB/y14N8G/meA\nly9f/p/Av37wXAP8Wy9fvtzqVTLgPd2NL49hsjdgwIBfjFjfEFNQ77ZDurUVD00qMFxuHWs747e+\nxC+Eg03JVg9DBDw4h4TWxP3orUQHgdCiobe8pWJCXs549GTGqx9fW9d6a7gAZAcUzhha4uYKFYfW\nSxwCKQMqm31F7Br61Vszgkmucba5kNQdtgI8bq7Q5gbmxVGG34ABAz4B4j6YcblFVFhdvoPy3DJK\nyxmxWSb33dICwts1WkwImxsrxvIx2fiU2FVot0mh3wrVCazeIMUEP3kCKCF0FrZ+tNgcmFzFw+Lu\nsKDyZuhy2IT7PVFMoL1lWenznWnNDqFBF68AD6Mz2NyaYHqLqAAQX5j7sXg01MRGceXEcvhSg85l\n5RFdPrYrCC1++q05Tsdoa6gvQCC2S3w1Iz/QQce+IS5+3usib2Hx9hX91SXZydc7J9GPgcurXdzO\ngE/D7yTZmwOHvOjw4sWL7OXLl32ia/4M8OLFi/8CmAL/y295ccNP0oABA34xXJXE61mVxOzTHf1E\ncOZoNnlktKT30XU+5r1Gj4ibdx8+8EvDj/aakWySNkpp01DNTMPRrclmz9DkuLm/6Nw0OaEjRgts\nd+NzYEZcX1oXOnZou4Rb2o5Y3yDi8MUIPf1ml1kYQ2/XEHq0WaHl1MxdgGxqG5h+8RqNHfnJN7jq\nxIKe/UfaCA4YMOAORIRs+uTe52LfEJsFbnSGcx7dXNKGBucqSFmlZvShSDElxAj9mv7mpzR1E1w+\nIrZL4voSP3mKZmNLVvAZwRVINiGs36GHNExXQVGZHq+YwvpDE6HkIvzpn55Pi6r5SLRbrd7B6+st\n+qIvU/GXGoWbt1DMkLxC1xd2fGiJoUGc3zXMVJX++nskC0gxxuVjpJjsnts2w8Ay7dCIdmtjn6gS\nBfz4HK1OzJH1NlxmdM+UOXsb+WiCrGrTcX8C/BCx8Nn4nWicN8Chi497+fLljvaTNH3/NfCPgf/g\n5cuXv+lFDsXegAEDfjFEHH50Qr+6QJtrm15tzVvKMa4005EQf3mswu9S6MGBOQB3jARiDPjpfnNx\n5PwsudGUmiUxRmR0huTj/fdTjIhdA31//7RAFU2hwnLQ6Y2bS7Rb40++JSun93aNXT5CoxV3zmfg\n55/zyQcMGPAR0K42imY5BWfB39MysAn7IkDblUU3bK6scRM7yCqkmCHVHPoaldwaZ+0a2hubBJZz\n0IAIqLvVsIk1Ehx+9pXpfR+8wvfpoz8m9uYL7k9dbi93RC1V3PSZ0SfjLaroEZMiFYUhNcjQxBzR\n3VXGZkmob/DTp/uMxM215dU5T5QR4eZniA1u+hU+GWPFdk3EJdMYj6QC7iGDFec87oHiH2A0nbPc\nDLq7PwD+d+DfA/7HpNn7Z7ee/+8xOuc/+S2NWbYYir0BAwZ8MbhqnqZH99MExReoCJDtLMRl9g26\n+OH2K/G3QfUUoyDFnnD9PSApH6tC2zTZ086c5jQabct53OgMxBFDjx+d4SozXJAD/U6MPfQtkpX3\nmq640Snko52BwH3YTVwHDBjwq8NVc2M1pN9Jn+V0zZLQLG1qBLjpU8LVD0CE8gTnPa6Y2jSvNqMR\nKWdWzmzXkHJmRaE400XnFfAIshLdXEIMNsFavT2YkmG08G0WaGx4/5r6O+SbanfnIZdX6OQcvaU5\n3lFSJQdnUzxCnYqy3KiWjbk++2pudFkgrC9T8DxIdYIbP0LyMeH671MBaYVYt3xjtMn6apfZl02/\nQ/yHt8mqSlj8jOTVJ7luDvh1oL9Pzt4/Bf6dFy9e/B/YD9V//OLFi/8Io2z+X8B/AvxvwP/64sUL\ngP/25cuX//S3urih2BswYMAXg02PHi4wVARCDweaMdEelQyQ/c1/ewN/yNEtn6DdaquW+5Vwm7J0\nH4XJusvmyCkggjZL0FsGMZLiJnBmENAswOe8uu7AleQnz4ntmj51omO3MX2f99u9yB04n5uu5RPR\nJ9H/Q1S0AQMGfB5EZEezPniUw19i+68I+Yh8fIrGHjQQV+9252rXIMUI4siKmvrKVp7RI2KiaMrk\nCdLXaEgGLvfVcdtcv7T2PFTsaXqmJ6P8UuZWrrg7ndsin9i6WcxtcmknAJH+8s927n3nxC6tt4kS\nKQVu+gTnc/rla8Dt6I/bqIXu6vv08mmSGAMiYnmpscdPnyIIcfnGvoWsQkbnSGw/qtAbMAAgTev+\ns1sP/98H//27GmIOP8kDBgz41WBZcNdIOTO6iy+JLPfBwEBcX+BPviY2C9v4NEsgPlzoiU95fb82\nPDtXT1cgk0fo4qe7h4XGOuixT3rEWxuqYgpt+rwituHwOVKMybSl67cFpNiEcP2ObPoVh1qSL4nB\nynvAgN8OZ8+/482bvb5OWyvA3OgRoVkQV++QYkrnK3x1ShZrNPSmGfMFRxO3dglSgLZm3tIuuX8P\nmULLJbfplxTg/EFMjKS1aOsOzP7xL4X7Cj1f2Vt0K3PWjC26LUJdAbEG1Iq6I0MvoFsj5Xxf3KbL\njTc/wugMQVDn7tDZ3fQp8eYH++yxM7dNn99pdrn5MzNa6TuyvATuUupjtyGsL/Cjc1wx2pm4+PEZ\n2fzZL/q6Bnw5xCFU/Q6G6IUBAwb8aojt2rRlyUzAVTMoT7FCKt2Us5E5RW4uoasBdxRncBuqgRZH\na9YvvyIOrsGXuNv24OWc3eZIQ8qB2vbIATxSzqzT7AszYckqc/PLSrLRGfMnz6Cv6W5+tND0bAQ4\n6zx/RKEX2zXd9fd2LtDfvDITnPfATx7vKGUDBgz47bCNqNn9XTKknKKqrLVi3UWLUJk8wk2e4CZP\n8dOn+NO/Q6oT0ICbPUHGj5BiCjhz6Uxoikd0UmIaNpeKJ0DbW86cflfoHTxiU73J/SHiD8KP7p/E\n7ZDWSF9a4bk16AotetgciwfGXSKmozv5DpKrMyjivcXbbKensQVfmiNpVhwZg8XQm0HV7nOq6aqd\nJ2wsNiOs3tIvXtnT3QbE4abvWRvF2bqc3kO7Gu03Dx8/YMBfCYbJ3oABA74owvoCnMdXJykD6glu\n637WN6ar8AWoA1UIiYoEqWObbs6+SpoMn4T3+81JRwniKPX2hO/Lav0UCDhEI3kxIU6foas3gCDi\nLWIB7lqEi4diauG9zkM1N8rQ6GSnJwjrS65X282Yot3GPr8vPj6gVxwifu/05twd17cYjSLmqtku\nDmPAgAG/EzSYg2R9jbYL3Pgxfjxl1ge8S0ZMImmNjLu1U0ZnMDqjv/4RNOBnzwgo1JfphYU6OGba\nWTES7+rhtscdN7JyTEO9sdzO+mPD1tNaG1I0xJ332D6mMDoHfIpKSI/74uHoBw3EG9NA7+IHxBHX\nC9b5KVk2owjrND1UiD3OzSwrL3SE5dtdZikayM7+kb2EiDW6ts1E8SDb8HKH+PxojYyJkeGSeYvL\nStz8+f6rm+5jGwb89eB30uz9VWMo9gYMGPBFEfsaSW5xIrLL3QOQrMBVcyuEfGGdUWd5T6pY0RcD\n4jy63QjccvAUl1ONzpF2AXf2M1+20IvAhhF53+NWC6R5l57xqatcQOiQ6VdGu4o9FGNYX0JzTURx\nk0e4cpI+Sk9cX0BWod2KrKzIzp4hIsQYCcufzY2v2yBpg/E+uLzC5fvNR3bf5iMGtK/RUB50yQcM\nGPBbQ0Nr06dyvqNhxm5DbK7Jq1MgI3RrXDExeiKKTL/CFWM0BsCMnNCA+AwppmgKFHezr5lvLpB8\nbA0yjdb4cRlsHYwlu6snzufQXEOW1psDir2yV/vdha21vavwcX2LALqnpmdVhZZTCz/fQlwq9A6b\nc8m4i56jQlEEf/onwvX3KB1djPhYm757dI4vJojz++ZY6PaFHkDfElZvrIGGZZNutc6Hxleumtu9\n6QDbCaB7YC0eKPF/nfidohf+qjEUewMGDPiiyGbPH3xOxOHHj/Z/L1LxkeXEviWs3xjdp5rBZqv5\nSF1iV9omJivwqx/ffxHi7XV627hstzeKI//IglDJiAQmrGwj0zRp0mdX5NsVuNws0etLcBXZ5BGb\nuqb1M3zsKJoVrhibhXpzY9TPLY0pKvMnz7hepKw+55DZMyv0fmFRpqq2scxKXFYgp98NG5MBA34j\nXC7XeO+Yj45z12KzQJsVWTnDlZNdERfXb1ER4uqtufb6klpG5NKT5RWxXRM2F+y0dq6gv3llUS2j\nM2hWxM0VElr8+Dxlfm6s4DsM5tYe8KgYHd4B1O/oyFjHkjKuEDJTq3m3Z1zcQpQC1daI+L6kjR3l\nrjS81ZwToV+9JeJRQiLvW5EXxRFV8EQERUZTfHVCf/2TsRyKGaI94ebHFDvhOZuM0F7QdQ2bS8jH\nR2ubK8bEco5261TwemOUiEdDSwy9GYnd97n6hrB8gx+d4srpQHcf8A8GQ7E3YMCAL4rPLSpcVhDK\nE2iuj41QUq0n4zN0+SoVcNsu8P1UJfH5nY2KdacjNSMaVzGN1/hbhZ9F9paUdDh6+t0RtjHaUFDR\n4Q42NOIyYrNirYqXEkWIrsK7DLqWsHhlXXNxuLy0EN6sRLKSohrBYk+bEpGPmuh9CHFzRayvYP4c\nl1WW7YU51A0YMODXhdOAi3ebSm50BgfRDCKC+Aw3e2ZavpgcKp1j48aoFypxyQhEcaMTK9S6xsxa\nignO5cR4lZgGI1tfqjNqN6XuOmZxgdsuotkIyUpifUUrYyqsCHKxt2sm0DCm9K2xLTic6u2pmRsV\ntmVsFlZk23U4n5j2jb1Ortusd+cHMjPqqubQLYlR6EIk+pzCKxp6i5yJxuoQ7ejVE9RRZFMINYLi\nqxldV0O/JsYOx7ErcTZ5RNhkxKQV9/OvoauJ7RINDaFb46t7MkfFmwNn+vdxWUG/eEXQiCtm+CHK\n5m8Cw2TvLoZib8CAAV8cFmB7iZTzB7uoW4TNpYWKh+6AYlQAWx1fCspdv0XdCJFo1M7bdKQDq2/t\nawI7T7pdPIP1niNOe3vWeTR2RASXfOEaHAURySqKfE7YvMPlc6Rf4VVNq6eKEPDz54g4XDXDr9cU\n7SWigaqakVdzQpulgODeNCebG6MvZSVRPX9ZX+HEU47nrNuWpu0YhSVee8Rn+OkT+usfccXk3qy9\nhyDlxD67N0e5UF8DMhR7Awb8BhjHG0QdoVZ+/H/+xS5ehb4xOmZW3TnHbemIWYWIcDYZk3krtdzk\nCaFe2MR+/c6KtnxseXL1DaCJmqiExU+QjXG+Is8KfH6OLn+2N+mbnWFJoRtk9tycJ69fMw03RGDG\nxvTU2PqpbC1W9sXeiGZP2zx03RSHVHM09Dah7NfUVBR5ju9WODxCYNMGpI8UEvDTZ7h+SV8vaCjR\n/ppJdQb1JepLpGsI2QQ/neNE6C7+TIfiXGbvsXoLxd/Zx1u9RVyOH53s/uxQTnDlxExb+gZXzu40\nJl0qvA8hvkDbFbG+xlcz6raj6Xrm42pgSwz4m8FQ7A0YMOCLQ7uaWF/jxMEHQmY19MnJEnYbirxA\nyFFkF4irsWfBhMwLJUskFWgGT3byNd3ln1E760hDItxShmiPo8dPv2azXrMKnpHrkNCTU9PhKWJE\nnPWjN11HOXlCtbnYGx+4DBFHe/MKdTmFCIQNEZD1O941kGc5kj+hytTCkrMS9RlIzqpV8mZDIZFY\nlMQAXVCClpx4UjC9IFnxyXlPzhcw3jvkDUYCAwb8dnCTJ6zbQEkgy3Ki2OQpNjdm1PTQhCgtZ6pK\nnu0jBJzPCP0KFY+rzpByjPMF3eJny9LLx9D3kDkIAqEhjy2jk28BCNUJWt8QUfpAmoMpuviR1pVI\nbNhQ0kvFlCUurXErRgjKmIbeT8nCAnAIAcH4Dio5mSZ9dbtAXUaQgk5KPDWtVBQp0F3oaaOiWoM4\neg341RtUA0K0HFYpUjC8g/oGpx3jcoYTseB4MWOvKBmZMyOafvWWbPL4rlHWvf82j3ZZex8DPz43\nqv7WWCsqfYwHRfCAvzbEwaDlDoZib8CAAV8crhjB/OtUsLwf2fQJ3SJCX+NPviOu36Ea0dCSzb9m\nNn7E5evX0NeIE5x21JrTugmz+C4pQYDLf4ECLTkZ3Z5+5Eqz8hZh01vZl1OzoWJUL21iJxM6CsQp\nHTZBy+M1rN5ywxR1Fd16w1TbXbe7d1OuF2siE7zCfDSm7Vq8NghKQAh9QGJL3td4evz4uZmxqKJh\nifYtnYIu3jA5/YZMeuh7sslTRIS263HVOS77ZUu1+4zw9QEDBnweVDybrkWKnG/+pX+FN28WxL5B\nY4RsQn/zCjc+x2X79TE2S+L6reVydhv87Ctcts96s6gFwY9OaPuADxHtGxSH6xuLc5l9RexbVMQa\nXqmgEZfT4OhkRHQ5WWhSuZbjYoMDMiKNONroKYg4CnJ61u6EPpYUocYhtOQoOWMaNjKhl5wTbcyU\nK3ZoVCIdGQ0Bx4lYNuBe0VeQaYN3GbXmZLqxSWRomVQTutBRt1A5T0uGaESiw9ULljGnc3NybShG\nZ+RFTli9TXmEkM2fE/uG2LfE+pq1FkhWMjvQTjrndzTNj8UhO2VSFUyqD9/XBvx+GGicdzEUewMG\nDPhVcLhR+RB8dULYRHRzQTZ9QmxWxG4N4hjN5iw2wmK1IAah8oGurWkZs5ATShqiwpRNmuBlbPCI\nZAQyRrTkYU0rE2o/ZhSXiAoVDbEznUqpHRpqlIycGwIZPZGMSEFHQ47iWcopM72ioaDRHEmqltIL\nfVfT+gmuh8IJ07IgqlLUF6hkuOoUSd1pJ8L5bEqRT/jh7YrSQx4jeWxMV1LNweeExU80kjE7M9Ob\nhyIZYt+g7Qo3OhuoRQMG/M7IvOd8OsK7Ax/LGEFjyjLv98HgCa6cQOxRX9gUSY4LkratqamY5T03\n64Y8cwR3SojKNFeKoiS2KyQfE9Pkafvui+BonTWxSt3g8imUp7h+TayviEQcPYLQUVLQEkUoXEYf\nNgR6ShpaKampGOmajpyxruio2M640uyLLB/TdC01I0Z+TQwNUp2imlM2bwh4YuzIsaLUFRPEz4nd\nhjo41I+YVDlhvSBDCF1NiBuy0RNiF5DY03Y9VZHfMVEJq3fmY4MQKZB7pjxba/5hrRzwR8FQ7A0Y\nMOB3RdN1rBul1Az6/7+9O4+SLbkLO/+NiLvkUtt7r1+3uhtJLbQEMEIIIRmhQRgYNmPESBgYEBjQ\nsNpmn4FjGAYDxmaVmAEbGzAScGRjGGwMCCwDBhkQaEAIMWILLLSghV7eUltm3i0i5o+4mZW1vqXf\nWv37nFOnKjPvvRk3qyoifrFGRqSKz3y7AkiF8up4lUlVs9MZVjLPaneZKj9H7Q2lrlGDJ8HsIh1j\nUBETZnTaMIlDSgKljhTUFDoSBvdjmi0mracgomnZNRsYP2GFloBhYjbI/QRPxmrYpFZjOj1ki/OL\ndK0PB0zbhq6rmcaMUdimoGUrnEE3HevjAXW7Qu0Va/mIZutRWt9SDsaY4TqjYcHGsGa7DuxWDaNy\nje3GMOxgaCConKAyQghM65ZZ07IyKBmW/UCs+XzGZkqotlHFCiqTVmchbrfM7A/WdDFEF2lYJUfM\nv00rFffPL+V90P+fFxvE1hNRjMuCzGhapdltWroYyaYXIbSo4QY7viTGyOowLRhVZjlNV2NiyzBW\nVH7AbFaR+YoMgyIjN5rcZJgIqoUmwowxG9mUnS5nW42IyoAKNHHEOFOEZpt6foUY2NH3QGwYtTM6\nNSbqnFYNUGEHX+2yqzdQ+gyZyfBdw2rcImCg2U3bwxAZmQFKGXS5gW+h8hGCZzgeMcpyiCvsVgUD\ntb/xq/OeECEbrKeRHMWIoyYQxODptt6X5lkPr34etLh7yD57h0mwJ4S4rUKEGAO1GeFDZHhM75VS\naeW2LgQYrqPaISpCGaZkOjKtawahZTwyKG3YmcW05IqC1qxi8oxhfYEttQpVgyHDo2jVILWyx5Qh\nKqAyachUo1cgQhdbBnFKFRSdyiF4gs7Znk0Ji5VBQxq62ff3+RiZVg2mGDNAsT2p8KEg6iFNG+ja\nCUx3oe0oy3sIId23yXPazpNnmvGZJ3FpZ8rmZEbXD00xtPjpNqFYZ3NaMypyRsMNGlXSdJHxMbn6\nVW/ULoS4beq2JdMG0y/OEmLk8s6UMs84t9YHgf18Pu/T3nttWzOgTb15+ZihUWzPai5PKgywZmqK\nqAimIOTnUdNL5ERaPaRj2AdHGbGepKGYQMWACFyOJZi01FUWGwgBrwc0gFcjTKzYVWvkscKr+XzA\nQBZ3iWHIRA0IyvQrvah+SxuFjp6aIR0a00VKYJsN1sohOnZsTysyYxiVhu1pzeasYVzCsMjxITJr\nWgomZN0OenyenVlDBNYzT90qYqwZFcXhPE/pxaqk12vaNBBhVErDmrg7SLAnhLithkXOsMjpvGdS\nNWxOKlYGBbOmZbxUmNZtR+cDRivyvGSng6ZtQY/pVMAHRZGtUXtFW7eEoEClACkomLYdRczIYoVX\nBV4ZUJqoUkWmDLvk1ExIgV6iQIGPGYZAHiuIHUNmTMKATo2XDjXUZp2aAGjK3ND5QNV5Mg1dhNJk\nRKOJQRFDWgChiR14T/ARraDIMnZnNd0scG41o8hMWiim9XQ+EJsZod1FF6uUmSE3Gh8CO00AAuPB\n4UpM1bbszGpWByWDQubvCXG7TOu0euVRgUKMkZ1ZTZ4Z1kdpr00F5JlZLNgSfMfW7i5dX33TKLzW\nbKrzxBgZtqHfaiExRhGaHTQljSrYnjVoNWSQQdd1RDRGZ0yajiIGagZUakBU8+rhXg9lR4amQ4ea\nihIdNas0mKiYqTEoRatKWkpyP6UjxxCJ2jDPKIeFoW46SloyGgI5tVqhVkNQmu267fdSbyjzAtNO\nyUNNE4dsTytWhyVlbjBaoXzDbiwo2pZBnqG1Jkw3qcKA2HbMqpa10ZAiX7oHH9iMQ8YhYwQ0XRpO\nW2RXP4+vbnzqhZRg744UZM7eIRLsCSFui3nFZljk5JkhM6lCU7Udrffpe+e5L64RQmB7mob5xJA2\nLVZpBQIAPAYTa6axpOvmc2FS0JXejDRfhsiYGVu6byFfCtSaMMST0+mCwigaH9P1g6dThkatL05o\n4iDNqTmypyw9V7d7c3K6finQOqYHuZ6vOloSvCH4yBpTLm53ZLFjFBvyYpUuBMaDgrrt0ibICnZD\nycb6Olob1kZ7Q5hSpVBzlExpiFB3HXlm9s8lEkLcMnXrCSFQ93POhkuNL0opVgblYsuF+XOrw5IQ\nI9O6paShC5GoU/4WIa1gmQ5m1nTopWyp8ZFWn0mLScYI2hCiYhY0UUOZaZouQAgEFEFnR+RrfV6q\nIoG0xQNA0DnTMKJD9/s0xMW5rSpYj5ep/BCv94alxmoTEzOmehUVQ2ps2/d+qZEuoumCZ5cMr2Pa\nC1BHdqp07JnxgJaCpoW28RQGBpliR68zDpcgenbUPexUFefy5SkB6XvnAyFGdqu0jUSxcvX7m66P\n9xZ88SEwqRpGZX5o6K64PWSBlsMk2BNC3Ba+r/AYpTBao7ViVBaL1tIQInXbsT2p2JzMUvUiBMDT\ncbhF1ev9PVpKa7Rv+udTJaeOK7Sh2FcpmYs6oyO1QDd+qbDQJs0r2XfxY8dKzn84JhBM2r4wqquu\nXyZaMaUgKoOPioHumLTQtVNyo1GoNHwVKDPDpd2KcVmgTfrscmM4v378HnrzlfDq1qNVy+rw+ocw\nCSGu38Z4kHriZzWLvRaWaKXZnMxQKFaGJWWeMa1bJn2PYChyoj58ngHmzUvGaLKoaHx6Js21WzpY\naSKhbwCav7FJQzoX6UhD7IkRFVO+G3Uf6Kl5I5oHZYi6ZD4KYu89DE0sD+XVVd8DiFJElUYmtP7g\nBvTzRqz5fWagY9pup09X2wWGZY5SiklV471nq2/oC+UZykyTNQpj9ufDRmsybfA+cHFnwupggL7G\n4e3Lx8/LscxoCfbEHUuCPSHEbZEZw7m1MZNZzcXdCedWRuilHqeVYYkPgUcu7FDkBl93RKUJnNQr\nFVJNQBtihIwOT7lXOVGKYE4IdCL90M/HObftKk/3MUIMqcJExirbZKN1qrBBaFItrMwNbbdXGaq7\n1MOXZ4ataUVmNMMiZ1I3rA1LMmPofBryOR+ymWeGc6sjmrajyCXbF+JWq9p20TCTGcOZ43qSjsg7\nskxTek2eZQzyjGnTLm1xniyv7bmcXxwrqhPzqXmgBzEFi/vSl3r6hnFKTkMbctB6f+KVYmaO2E9Q\n7eXfWkGmjwj2+lEMw3KAAmZNR4zpHs8MB0ybFqMVlyczVAyEuLePKkATDZqMxteoAK2fMigyhnnO\n5qSi6Ie/121HmZvFvL4YY5r3eA3BX5FlnFsdo/XjLDPEDSMLtBwmpb4Q4rbRSlHmOSh15OIhRiu6\nrqNK66dgtMKfmI+rvR61GPHqqCFJJ53+eIO8az1fLZZY98BOHEMVgEimU0dm2wV8SFU5A2k0FZrM\naFbKAlSaz+hDWBRyk7qlaTuqtmNcFouhm8OyoPOeremMlbLE9PP9dqt60Sm5MR4eSqUQ4rAYY2pw\n0ZqVE3rLuy5tlwCwcWAO2dY09eKtjQaLn8+ujJjVKaDZms6XaAKXAAAgAElEQVSoW49RivVxwcWd\nSXpvUnZz3fXa684XFfOgrur3J0UdCPSuUogseh8hVUhTE5cmoJjW7aG+z61pRSA1eh13/3XnybRm\nWGbkSjNr/d6I/b6IKPKMIs/Yms4AxfpowNakIhDZGA8XAZ8PAX1M+TQngZ6400mwJ4S4rYrc7Kv8\nLAsBlht9feRQi/Z+S63V2vTDMpfMawZ36qqUSy3o85FabecXrdZZZmg6TyQFaLOm23d6Zgx121IY\nTaYKpm1D6/1icYd0vUDbebo8YIwmhEjTV46k0iLENVpqX5rVLXm2N5xvczKjI+z7P227bpHfdT7N\n34tR0XY+bZauFBd3pkRg0rSL83yM7E5r/NJ8pJvegaH2ArujxKPy2Gu0fD+LT2ne03bE8cs9eGVm\nqOZzo5fydkX67FYGBYOyYHnNquXGLB8CCoUPgUs7E4oso2o7Niczzq6M+uenDIv8xGBe3FliuIqe\n7ScYCfaEEHeceW9TmRvqbn+h/0QZoNH0N7pcbNXdXit4tVSBzI0iM6afv9IQY+TM6pjRID/UIj0s\ncwZFtng+zwz3rI6valuGzqcK6bA4fF0hnmiUUmz0q2aGENipanKjOLMy7l9Pc8RGg4JMK5TWlP0w\n6rpt2ep7+yAyq9OWC5lWdKE76u2o2vbI55+IjNq/CBZAEXZozNqijJg1DXlmUKQewVFZLBbEWQ7k\nyjJndzZfJXW+AU8aeTIschn6Lu56siSbEOKOE2Ok7dJcjLPrI4ZFxriUAnfZvEIzX7BgvsLm6rDE\nR7iwPWFzMl0cvzmd9UOWWARq3qeV5K7WtG77YPLG3IMQp8V83tnyIh3royH3nlvFaM2gLGg6z/as\nomn9Ypjg/OiqS6sQnziP7mYl/i5TZmax6NSCijR6/2b0PqTe1hgiIURCv3Km92ERyJV5Rpmn79Om\nJTfZYpEwpdIiOdeyLYO4/cLi931jv+5mUnsSQtxxMpMWFFFKcf78Ko89tkOMkWndPb6evVvUG7Uc\nDN2ot8w1aG329e4pIDdpP7/dqklLsy9tv9D6yKxpGBYF5sCQrBAil3bTcLEiS4s/XMl4UDAoMhnu\nKURvs29AWR8OWB8O9g1Jr5qW9zx8GR1SD3rrPT5Euq4iyzTnVkcYrdmd1Uz7IZu+8xRG0xxaofJ0\nu5Y8czkP3KMPBcqZVowHBTvTikgawt54T4yRlWHJyrDs513OKEy/Mmjw5FcxNHVaN8yaljPjkeSH\ndxhZoOUwCfaEEHek5WGCTduxM6tv2xDOmxG8Xas2AGF/JScyX4wgPQgx0i21QBqVgrpp3aD6LS7m\nlILMaIwCtdgbsKNqW9aGg2MWzNGyR58QS0y/uqRSirLYX6XyITCrO0KInFsdcXZlxPa0ou48ofNs\nTaZolYZ5tp2nDYEmRNQROV2u1WLLlutxp09XvtEGuaHM88XCVLGuF4vBjMo0lHNaN2it6bqA0Tqt\n+LkUZMcY6XzYN+d5Tvf56RPl8xR3Nwn2hBB3nLrtaNuOuvPkpUFrlQrVvsKyNizYnl398MPb6Ygt\n/W44H2A8GPPwbuBcoTFM8T5S5hmTut1bs0arxZwVpRRnVkZc3p2yU9WcWRnR+UDXhVuSZiHuVtOq\nYdamXp3lPStjjFzenVFkhpVhyXhQcu/5VR59bHexouN4UGDajkGWcWkyAwLtpLrivOSrCfSu9H8b\nly5+p/1/z1fWfDzpUsDaqGR7mlYX1kpRNW2/p+H+N4sxMqlbcpM2rS/yjFjGfY1ck6ph2rScGQ8P\nBXyDIl9sbSPuLLKp+mES7Akh7jizpqXt0iqSeZ6x1c0IMQ3LWRkOyI1m5ONi6NPVWu6hS/Pcjn99\naQeHxfejKiLz50PYW9b7uPe+GRWsvB+qhFIUxqDpWB+PmDYNk6olN5pBkWHU3mqbTduxPatZGaYF\nC+a3PR4U6VqH0h6P7OkT4onIGEXmj+7VMWb/Rt6jQcmo3As2MmMYa832rGJUZCit6LrAsMjJM8PF\nnSmhz3QyDVprmgP75s0vv7wNzfWMXJvnWXA4bzqYFx51/StlCcflp8ed93izmGGZ5t+dXU2fY9PN\n0Dr1kxoF6+PhvjmVG6MBu3XN5rTi7MoQpRTTqmFUph7BQZG27skOFhRC3GUk2BNC3HFW+7kUmTGM\nhwWX++EyZZ7Res+saVkfDRgUGZOqOTSHI0bYaUsK3TLIDs99iTE1cM86nfb6M35fxaQNaY7ccgVl\nvgdxjIcrLMuPj6oUzZ8L/dYRJ1Zq+rSlzX2PPiRX0M63ZgiRPMtRCs4MaqZ1SxdG7LYDNkrFuMgw\nByorWqcKzHyT55PMmrQoy9poIAsVCAH9gh75Yr5XnhlGRYFSivXR4X0qt6YVqLTHXoywW0PXRUyh\nGZcllFA3LdvTihDjoie+C7AxKMhMYFrvjWQ4bq/Ro/KVpuuHbOvD+cnB45eDP9jL15bzvKqDQbZ/\nWOiiI2U5HwRiSPlUbtJWMkflkcs9eo+3QWxad4yKvc8vAoUxmFwzLA+vIJxnBlWlQexaKao2lS2Z\n0QyLtIXGyhXyR3HnkZ69w6S5QghxxzFa72uBLfO0VUDTpX2pQghM65rdPgjRByooVWcYZw0+ahqv\nmLaaaqkTUKnU0msUTLqCy82IZr5dE6liNL/WoiIS9p7zQBMUlVeLYw5afm7mczabEbOuSFtJxL0v\n79P3EKHuNE0wTLtiMdyq9gM6tULeN+crUgUqhFTx8hHec3mG94FcawZ5RkDTesW4LA4FepB6FzbG\nwysGegCZ1uRG9wu8CCGWeR8Jx0VfvUxr8n6u63YF79k2kI1Y6TeA263hsUnHrPVp9EJZLnrbt6YV\nxMjGeLBYwfMo89EF3qfvIUDtFVEZMg1Tn+/Ld+Z7mC6PXJh5swgkDwZ+8/rzINt7v9ZD3UHTaRSw\n0w6YtNniegHwQeOXtsKL7N87dW6ejsZD3an9aY0p8D3OPIfLtGJSpbnd4zInU2mV06MCvbn18YAz\nK0O01gyLjDPjIQPZauGuFmK4KV93M/mLFkLcFdaHA1B7WwxMqoYQI96HRY/ZvEesjZo8BtqQUeiO\nYRapfQZ0TFpDIEMT0MozUC2zOCBETe01he4WAZ1W/dYGIQV3XadZyT2ZgplXtKEkU7N9wWEbFW3I\nGJqWENL5MSo8ilkoWcs9IfpFD19As9PmfRBXUKoao1PvYqGg8godPF4bCt2xNizZbVp2W4NRGZoZ\nhpDmqajUqr0+hC7EKw7t2q1qfAhH9kbM5ZlhPTv+dSGeqJRSnF0dXfG45Q25VwdwPgTWl/bo7gL4\nkDEq03zkEGFEzrRuCaTGqyLPWB/BrG7YrAKFYW8UwHxIet/LFjqoGZDRMsw9tdf4qBbBVttBlqXR\nCvNuMB8hkFG1kOkISpOHjoPrMYWQzpm0OatFiw8QiFxuhgQMRKi6QKEDmYbKG+qgaKMhVw2ZTmnt\nArSdosjTDWgFbdBoFVJgpiKb9RCjAoGMCGzkEwCKvKDpmkUP3rDImDQdk1ZTho48M4wHJaOySBun\nnxgkq0XDolLqyMVYhLjbSbAnhLgrHOyhMloxyDLev6OpujFrecOkzchNi48Zm90QRUSrCh9g4g0z\nX+D7ZbUVYPCEqNBEqjDAk7ESd8l0YKsbU1AxzNLP8/bj3XZGpiLTOAQCjc+YeU2pW5RS7HRjQFGF\nAQU1DSWFmnEmn1J7w047ZJxNIGpmviQ1emcM1ZSOiNGB0nRsNwOaEGmjZs3M2O5WGOiaUUhdgRuD\nwKRuudSsAJE6Ru4btWSZYdLA5ZlikEc2Tqi7xHjlgFAIceNoBWPT0HlFF3OqFgoDTz2XAzmXd2e0\nPjIoh5S54f27hohhs47cvxJSIGVgpynJdKQOeQqySFHYRrZDp3MaX9CgMX5GYQIFDVVnQBmqWBDb\nCISUR+LpGJJCwRJCAxRAYKynTMMQaMnQdBgMno6MSRsZ5V1aCdjnQKTD0IYVZqFmqDu0Cowyz+Wm\nZEbBht6FAG3MmDJk1gY2sglNyJj6gkAGROxG4HKjCERKXdN6w1a7io9Q+kjjBzy42uBDw3zgpjGK\n8WDIoDBsziBExdnR/gxwHvDKbgmnlwzjPEyCPSHEXalqO3wIjIsCrQJeldRRU3cFkMZsRmDSDYho\nIhl+aZ27UTZDx8COH5PTUqiWSTTshnG/e7GiYUzTLb9roGFIEyPzcHEWU69X4wf9MfM+RkVDar5v\n4gDfr3IZUex2KxiaPvBMtY5ZHAGBqR9Q+VQN8zG9tt2lRVOqoHjfTk6kZL2I+NgS0QxMwNDiI9Rt\nxqyBp26klvXtClbLo+fCrAwGt207CyGeqKq2RWvNVlMwbRWlgQ88l4aJjcuCRyaaSzuG+1YUTz8L\n79+OrJSRC5OMiS8ZqIqWgjYs/1Onrr3NbhWDpx+Qzo5fZRBmjPKWOuQU2mNUSxtLwPT//w1pLMP8\netnimpMwZp7XdQQimg4NaKo4pGk8gX7vFyKxb0wLFExCCQTSwsmpG3GzHfdbvShSn6DhcreyeJwo\n3AUFaAwpCIz0E6eJtEFxduR5/44GRjywmhai2ihzsiwFetuVootwdrSXw00b+OtNhdaKZ54Ld9yK\npELcLBLsCSHuSuujvUBld8swMkurBJAxMJE2BHLtKTLN5cWCeKmEz5UnKA1e0VLSxpy9yk66zsjU\ntMH0r8He7JB55WZ+vaV9IRaDSZfGSPXhZttXyAA8S+O4FtLr4VAIVvTnFYvq0GYTGeoORUuIhiqU\nTHbBAB7FThNZKWG7VqzkkaecORzWPbyjmDSKjUHAGDgjozWFuOk2VkYoIM8j0zYu5sEBFLnh3hV4\n31bkb3Y0T1oJaAWXJoqur7JVcf6PGti/9ELKd3zfOzZXxQFVUwKKLipK3dEurWkVFpuIH5e/JSNT\nU4UcH+evq/5cdcJ5+9NX0lIzOHD8PK9c7oVL57X7zk/5rI+KyzPVN5ZFWp8m90UiFyZwYar5gLXA\nMN+/6MuFiSKgGJrDgd6FCUxbxZPXowSBdznp2TtMgj0hxF1JqdQ+HPpJ/FrB/SuBv9lNlYPKw0C3\nFKZlq07BUowKpdJwp612Zak6FDlcUYkUukURaX2+eD724x73zwM5qXBJLdRp9czj9mWYv3TU64ef\ni/1km6kfolSkWZo7Pq/DBRRrZSDGSJnB5SlsDPf38I2LiFKR7UaRaTgzlEJSiJtNoQgRxkX6ijE1\nvKwUkc1KkevI+VHk/TuwPYOpX25MWtZP3OOo11WfT/SPVMoz2pjR+rx/bR7YpOukwOjo99IECtPi\no8LHwdIrV5sPptdrlrd2UQd+Pu5e4oHX6QPOlGuvDgsyXfDeLUVpIk9aCayW8M7LilzDkzfS9e5b\njay1kbUBh8yb6MTdL8rchEMk2BNC3NW0gofORC5N4bFpCgBHeaBqNVUoqJuCiML7eaCTNmifz/MI\nQfV77u2vaCil2WxWQe0PAOeVjb2lx/eeS8/PA8f9lErPdV7Res2w8H3w2b9jjKg0WOlAhWspJF0q\nw+pWkWcR3adr1hrKzGP0fDiU4n3bmozATpPee6eOaA0rRWRcwNogfYX5Cjf9e1yepcBQ5rUIceM9\nvKOYtIqnnw1M27Q65Xal+rwk5U2rw8hGBxdnB/OS5fymP37RAEWfp8R9gV46Ri3lVfPXlq7TNyDF\nvlFqb5uEdG2P5nK9StqQXO1rNIr9sPb5CpyatABLvuiom7+vXqRzrm4UUcEgX07z3mdx1H3vjX3Q\nBBSPTWI/j1ExVWDPp1dXy0i+9PGVGTy8q7g8g6ed3X/98+O9z1OI00aCPSHEqaDot1MwER8Uz7gn\ncHkKWzXUbSrxG5/2U0qVkFR5mLVpIZN5VWK3UowHaasFpVRfCVp+l709oXygD672njuqJ84HtdjA\nfdJkNJ2h6Pf/i/2KnUqpRVUjRKhaTZmllndFPHTdqoOiz8E7r9itc0KElTLNvTEEPBq/dN60hd26\nIMTIkzda7l/rq0xLFaKtCh7eNUQ8505YaHCnTp/36PAe7EKIE4zLiNbpf+/R3fT/+fRzoW9cibx7\nU3FhAudGkfdu5RgNq2VL7ZcbpPRSD8b+Bqj5zzGm/+1Fo1K/IufRG6irxTYH+xt55o1iaX/OeSa1\n/F4hKkJIq2nu1jnDrGVYhv3nHZPOzKQ0eq/Qi71Njwq69hrbCqOovUIRWc1TPvToRHPPKDDO985Y\nLRSXZ5qNoV96LkpId8qFcHdvk3AzSLAnhDgVzozgzCgu5l5o1W+D4BVPPhO4NFE8NtHM2owybyky\nxU6tKU3q45u3Ks8DvfnG6lVnyLXHByjz/e+pFUzqFPAcVYkKIbVwb1U5Z4YtmUnLHGQ6Mquh6Qwd\nGQbP6rBjUmd0YR70GUJMS6fP2gwVPHmeli3fnOUYFQBP26W9rkZ5S6lDH4QqfDSYDNbKwG6j6frN\nmncbzTgP3DOOaf8qvxc0AqwPIOLZOGKo07JHdzWZjjy1kKqTENdirUxfAPet9P/tS9u3zPMRpWDU\n/8/nJgVi27MMH2NaRVhFxmVYBE8hQuvTKIZpV3DPuOkbpNKeeFVrqDrNxqBNG60bmDaaXAfqFopC\nEYKi62BYBFAwa9I+gdNGszFK29KgIHjYrNKG7+PCU3WKlSIwqSOdT/lK6APM4KHM0uiBtktBYesN\nwUeM9gwKaLtIlqWAbpjtjbxYhGZRoZRiUivOrHkan/LJURlZKWDapu/LjU9/vZnx8E7O2dEsvT9w\n9so7ZQhx6kiwJ4Q4Ve5ZGo5zfhQZ55HVMg3peerZgA8df/lYziDvAEXnI9NaMe1yVsqWMovUHUwa\nQ1qtbj78SFF1LVoZfIjE6NmZ5YwHgWlryHRgmHt26pz9c0zSHlJbM9OvWtfPnQl7iyjU3jDZVAzK\nvRbwTLVkyjOtFDOfoZUidP24qBjplKGepMeZ8pxd8WxONU2lUGiMjugm8OjOfHEXGOiGNGMokhtw\njxZcmBoeWG15ypkO07esX81CLfevhkN7cAkhrs3BnnGl4KkbkXdeUjw60UyayMYgcnE3w5jITpP2\nCJ0HhHWnaZs0PHux2V66EhcmBU0TMBq0UYvh4ZtVWiVznhflxtN6xbRbGgXQsRgdoPFkeq9H7OKk\nIIVjkdZrNmdpzl/VpnyvjQZf6X7xlnTWTj0fXg5EvUimDxlNBRAxPqVpkDXUDcw6TRs0awPPdmUY\nZYGzY3jnZkmIkQfWOv704YKHzrS0PjLr4r7P86EzLWeGYRHoiScGWaDlMAn2hBCnVmZg7cA+c0bD\nB9/X9o863vLewWJxlLZN81F86BdRWCwHPg/Q9moSMWYEFHULea5ovaH18zfbq3B5nzYwnl9j/1Cr\ndNz2RFHmZt/E8sprurgXEIaol87Vi7FQXQe7bUbjDVrvbZwcw3xo1N78mqpP/3ad8fvvVhRZpPWK\nd28WXJwZPvBsy9nR1Q2BkeGbQtw8a2XEx0ClNO/bLshU4FnnG4gdnVdsN/NFVTQXd9P83Y1VaNqA\nD4pMp2GRPhqaVjE28/l98/xgLz9quvmm4vOexfmqnvNtFDKaABd2s+VZzYzKDt9Fpl2O7heASdfW\ntP0c6TQfeu955vPt4t57zXszfb9I1uY0ow3zvDSyXWnoR2lszqD1Gq0iT173+Kg5v+opzOE5xkUG\n51c8QjzR3bRgz1qrgR8GPgyogS9xzr196fWXAN8KdMCrnXM/drPSIoQQx3nugxW7teLCJOOhsy3b\nM8WlmUHHjndtpZbyzit2JnBmbf+5wwKa1kAHmUkVpMs7kJvI6lixPYlUjWJl4NFaURZ9ZUunYGwy\nS/NNhgXkGexMFD7CyhBmlWE8jOxOI1WrOLeuMDoNXbpwOWJ0pAsKY9KiNHmmyAzULdRNpOkiudFk\nWoFONauVkaZtIyZTPLqtCSEN0xoPI9OpZjrJeeaTWi5NDM8431K1irWhLEV+o0n5KK7k3BjOjSOP\n7nr+7JGccRm5dzVw72rDm99VsL0DwwFMKiBCnkXqOrI10ZQF7LagNKwM0hzlpkl5i/cpWFsdKbZ2\noW7T6INMa5SCtZUUNLWdom4io2HKqwCyTOFDpG4UZRnZnhp2Z5q2gzIPtG1gNNSURWpkms7S0NDp\nDIaDSNcByqS5eezNFfYhBX55loLDujHszhRn1wJrZcdOkzGpFPevezKjaU1kpfTkGTzznvbIz088\nccUoc/YOupk9ey8FBs65j7LWvhB4JfA/A1hrc+AHgBcAE+CN1tpfdM49chPTI4QQh2gFa4PI2iBV\nGjZGkY1R2kn9vvUZ77yYcXnXsLoeefr5lp1ac3YY2JnBf788QGnF7gRiv6xmWoVOcWkbhmWaLL41\n0RijYJrm/a2vwKyl32w4zcfZmaaKTqZTgDhrYNZEYjQoBX/mJvzlnz1G8JHnveip5Aa2dvxiJbz7\nzmeEEHnsomc0hM4Hqpnn3vMDlFJMZ4HtSWQyS/sOTmeBs2fSHlm709TyvlNpHt0x+KioGnjHhYIP\nfbDhg+6XCtUNJuWjuCr3rgTKbMZgaSji6iBQmMjmburhD8DubG/Put1pwPvIoNRsTdI5y3MBm7rj\nPe+H9TWTAjgPlyceQmR7R/EHv/tuug5e/PFP5q/eUTMcZ2xsDFAqjSSAyORhz0MfYDAm8tiltCjU\naJjx6KWOs2cyMpPm7W1k0PnI5g779vbbWEkVUKUi00rReRiUUNdpsZc8izz7vpoz40AILdNWsSFb\nw4irIMM4D7uZwd5HA68HcM69yVr7/KXXPhh4u3PuMoC19neAjwH+n+MudubMiCwzx718W50/v3q7\nk3DTnNZ7k/u6u9zO+3rKA8uP9m+E/twYiTGt/vmWv4K3PwxPuy8yreCxbciM4tGLqeU8zz2g8V4R\nYmRWpWFWWkHrIyGkytrFTU+ea0ZDTV1HwBMibG11NLUn+shbf+8dfMjzHloEegB1Haj7DfemM2gb\nT9d4miYNQzU6taRXFbQ64AM0jSdGTZEr7t3QPHgW1seKs6tw30bJ+tvh2U8tWR1eYbWWI5zWv8Ub\n5IaWjyBl5J3s8d7/+UPXgw/Zifzl++H5T1f8zSY8uhX5PRfpukhdB5oWUr6Thoe3baTtIlpFdqcp\n36mqwGCg2NkNtF3KSZou0tYpX7twyXPpcsewihRFwWCo8D7iPVQN/OW7PCGA7zqKIsOYwKBMQ0Pr\nPt/Z3E2B5iMPz1hdyxmPM0Z5pK4141X49Bdo/uYyPHgOHt6Etoncs6EYFgqlxo/rc7tTPNH//kE+\ng9vtZgZ7a8DW0mNvrc2cc90Rr+0A6ydd7PLl6Y1P4Q1w/vwqjz22c7uTcVOc1nuT+7q73C339YFn\n09fCg/33Zx1/zrXdW8bnfuMmK6N1/sU33U8a/XclCqiu8vpLImxdhmecg2o3fV2LG/E7O+WVgxta\nPoKUkXeqm3n/Tz8Lly/DAHjKGjzlBTfmuq/47RlZUfK1L/HAfAni2RXOOnpu3P77b/qvPZcupSa0\nCxdShTTTMNlOXdqnwRP97x+u7jO4kfm99OwddjODvW1g+ben+4LsqNdWgc2bmBYhhLjr/fT3ftDt\nToK4MaR8FHes13zX0253EoQQN9DNDPbeCLwE+Nl+TsLbll77c+CZ1tqzwC5piMr338S0CCGEEHcK\nKR+FEOImCLJAyyE3M9j7eeATrbW/SxpL9Apr7cuBFefcj1prvx74L6S1eF/tnHvfTUyLEEIIcaeQ\n8lEIIW4CGcZ52E0L9pxzAfiKA0//xdLrvwT80s16fyGEEOJOJOWjEEKIW0U2VRdCCCGEEELc9WKQ\nYZwH6dudACGEEEIIIYQQN5707AkhhBBCCCHuejJn7zAJ9oQQQgghhBB3vSircR4iwziFEEIIIYQQ\n4hSSnj0hhBBCCCHEXS/IMM5DpGdPCCGEEEIIIU4h6dkTQgghhBBC3PVk64XDpGdPCCGEEEIIIU4h\n6dkTQgghhBBC3PVk64XDJNgTQgghhBBC3PVk64XDZBinEEIIIYQQQpxC0rMnhBBCCCGEuOvJMM7D\npGdPCCGEEEIIIU4h6dkTQgghhBBC3PVk64XDVIzS3SmEEEIIIYQQp40M4xRCCCGEEEKIU0iCPSGE\nEEIIIYQ4hSTYE0IIIYQQQohTSII9IYQQQgghhDiFJNgTQgghhBBCiFNIgj0hhBBCCCGEOIUk2BNC\nCCGEEEKIU0g2Vb9G1toh8FrgXmAH+ELn3GMHjvk7wD8BFPCHwD9yzt3RGxpezX31x2ngl4FfcM79\n61ubymt3lb+vrwM+p3/4K865b7+1qbx6/ef/w8CHATXwJc65ty+9/hLgW4EOeLVz7sduS0Kvw1Xc\n2+cCX0u6t7cB/9A5d8fvnnql+1o67keBS865f3yLk3hdruL39QLgVaR88GHg851z1e1Iq7h1Tlue\ne62uoSw9D7wReM5p+L84zWXT1biafN5aOwJ+Dfhi59xf3PpU3jyntfw+LaRn79r9A+BtzrkXAz8F\nfMvyi9baVeD7gE9zzn0k8C7gnludyOtw4n0t+U7gzC1L1eN3pd/XBwKfB7wIeCHwSdba59zyVF69\nlwID59xHAf8YeOX8BWttDvwA8EnA3wa+zFp7321J5fU56d6GpL+9j3PO/Y/AOvBptyWV1+7Y+5qz\n1n458KG3OmGP00m/LwX8GPAK59xHA68HnnpbUilutdOW516rK5al1tpPBn4VeNItTtvNdJrLpqtx\nYj5vrX0+8FvA029D2m6F01p+nwoS7F27ecUF4D8Dn3Dg9ReRWi1eaa39beCRo1r17kBXui+stZ8J\nhKXj7gZXuq/3AJ/inPN972sO3MmtrIv7cc69CXj+0msfDLzdOXfZOdcAvwN8zK1P4nU76d5q4EXO\nuWn/OOPO/j0tO+m+sNa+CPhI4EdufdIel5Pu61nAReDrrLX/DTjrnHO3PoniNjhtee61umJZSipH\nPwG4dKsSdQuc5rLpapyYzwMl8DLgVPXoLTmt5fepII4/i/4AAAv8SURBVMM4T2Ct/WLg6w48/Qiw\n1f+8Q2qhWHYP8HHAc4Fd4Lettb/nnPvLm5nWa3E992WtfTbwcuAzSUMx7jjXc1/OuRa40PdEfB/w\nR3fS7+oIa+zdD4C31mbOue6I1476+7yTHXtv/XCPRwCstV8FrJCGw9wNjr0va+39pCHfLwM++7ak\n7vqd9Ld4D6nh6yuBtwOvs9a+2Tn3G7chneImeYLkuce6zjoCzrlf68+/qem7xU5z2XQ1Trp/nHNv\nhFP3O192WsvvU0GCvRM4534c+PHl56y1/xFY7R+uApsHTrsI/IFz7uH++N8iBX53TGF2nff1BcCD\nwG8ADwGNtfZdzrk7ppfvOu8La+0AeDWpAPqHNzmZj9c2e/cDoOeFyRGvHXm/d7CT7m0+J+B7Sb1G\nf+9Onwe75KT7+ixSYPQrpCFdI2vtXzjnfuLWJvG6nHRfF0kt+X8OYK19PamlV4K9U+QJkuce63rv\n/5Q6zWXT1Tix/HoCOK3l96kgwziv3RuBT+1//jvAbx94/S3As62191hrM9KchD+7hem7Xifel3Pu\nG51zH+mc+1jgJ4BX3UmB3glOvK++dfkXgD92zn25c87f4vRdq8X9WGtfSBoyPPfnwDOttWettQVp\nmMzv3fokXreT7g3SMMcB8NKl4SB3g2Pvyzn3g865j+j/r74b+Hd3SaAHJ/++3gGsWGuf0T9+MfCn\ntzZ54jY5bXnutbpSHeG0Os1l09W4Uvl12p3W8vtUUDFKcH0t+tWUfhK4H2iAlzvnHrbWfj2pJfsX\nrbWfA3xDf8rPOue+5zYl96pdzX0tHfttwMN3yWqcJ94XYICfBt60dNo3OefuyIJoacWr55BWOXwF\n8DxgxTn3o0srnmnSimf/8rYl9hqddG/Am/uv3wbmmdb/7Zz7+duQ1Gtypd/Z0nFfBHzQXbga53F/\nix9PCmAV8LvOua+5bYkVt8xpy3Ov1TWWpe8i/c/f9fOXTnPZdDWuIZ9/A/AVp3g1zlNVfp8WEuwJ\nIYQQQgghxCkkwziFEEIIIYQQ4hSSYE8IIYQQQgghTiEJ9oQQQgghhBDiFJJgTwghhBBCCCFOIQn2\nhBBCCCGEEOIUkk3VxU1lrX2ItKH8wb0GXwJ8KfDm5aWor3Ct1wDf5px794Hn3wV8rHPuXcectw78\npHPupdeS9qXzvx34defcsfsl9ff5BufcQ9ba7+Aa7utGsNY+n7Sc85fcpOsb0sbfHwD8I+fcG/rn\nF5/t8mdwHdf/YuCznXOffOD51wB/5Jz7wf7xVwKvAp7inHt46bgI/PGBy/6yc+7/uNa0CCHuTtba\nzwS+iVS30cBPOee+7zak44tIZdIXHXj+XUhZJWWVlFXiFpNgT9wK73fOPfeI57/1Gq/zccC3X8f7\nnwGOev+r9beB37zag51z13pfj5tz7s3ATSk8ew8CH+qce+DA84/3s537WeBV1tp7nXOPwmK/qk8D\n/vel415B2pD5i4F/tnyBY/7GhBBPANbaB4FXAs9zzl201q4A/81a625lMPM4SVn1+ElZJcQBEuyJ\n28Za+xPAG/qv1wMXgAr4euBHSX+fFSnT/HvAA8CvWGtf7Jy7eMT11oAfJ7XoPQD8FvAFwA8CD1hr\nf9459zJr7RcAX0tq+f1DUutfZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rc('font',**{'size':16})\n", "fig, ax = plt.subplots(1,2,figsize=(15,8))\n", "ax[0].scatter(zpred[:,0], np.mean(xtest, axis=1), c=ytest/4.0, s=2, cmap=\"coolwarm\")\n", "ax[0].set_xlabel('First latent dimension of the VAE')\n", "ax[0].set_ylabel('Magnetization')\n", "sc = ax[1].scatter(zpred[:,1], np.mean(xtest, axis=1), c=ytest/4.0, s=2, cmap=\"coolwarm\")\n", "ax[1].set_xlabel('Second latent dimension of the VAE')\n", "ax[1].set_ylabel('Magnetization')\n", "plt.colorbar(sc, label='$0.25\\\\times$Temperature')\n", "plt.savefig('VAE_ISING_latent_magnetization.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "It appears that these dimensions are strongly correlated, meaning that the learned representation is effectively one-dimensional. This can be understood by the fact that in order to draw samples at high and low temperatures, we only require the information about the magnetization order parameter (we only have to draw samples from a factorized mean-field distribution):\n", "\\begin{equation}\n", "p(s_i=\\pm) = \\frac{1\\pm m}{2},\n", "\\end{equation}\n", "where $p(s_i=\\pm)$ is the probability that spin $i$ is up ($+$) or down ($-$), given that the magnetization sector is fixed.\n", "Note that this is not true in the vicinity of the critical point, where mean-field theory fails as the system develops long-range correlations.\n", "\n", "We see that the VAE correctly captures the structure of the data. The high-temperature samples cluster at intermediate values and the ordered samples with positive and negative magnetization cluster in opposite regions. This can be more effectively visualized using a 1-D histogram:" ] }, { "cell_type": "code", "execution_count": 214, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make histogram at the \n", "plt.hist(zpred[:,0],bins=50)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating New Examples\n", "\n", "So far in this notebook, we have shown that the latent structure of VAEs can automatically identify order parameters. This is not surprising since even the first principle component in a PCA is essentially the magnetization. \n", "\n", "The interesting feature of VAEs is that they are also a generative model. We now ask how well the VAE can generate new examples. Our decoder returns probabilities for each pixel being 1. We then can draw random numbers to generate samples. This is done in the short function below.\n", "\n", "One again, as in the VAE MNIST notebook, we will sample our latent space togenerate the particles in two different ways\n", "\n", "* Sampling uniformally in the latent space \n", "* Sampling accounting for the fact that the latent space is Gaussian so that we expect most of the data points to be centered around (0,0) and fall off exponentially in all directions. This is done by transforming the uniform grid using the inverse Cumulative Distribution Function (CDF) for the Gaussian.\n" ] }, { "cell_type": "code", "execution_count": 215, "metadata": {}, "outputs": [], "source": [ "# Generate fantasy particles\n", "def generate_samples(model, z_input):\n", " temp=model.generate_decoding(z_input).reshape(n*n,1600)\n", " draws=np.random.uniform(size=temp.shape)\n", " samples=np.array(draws" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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O9RMA/B6AnQDOVtWzcnNImv4Xp1V/w5gJ7BJCm5Ml1ONd6HIVNN0vqzfZ3Lcj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\nzqOHQQghxARzGCRKi9P8nKh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# display a 2D manifold of the images\n", "n = 5 # figure with 15x15 images\n", "quantile_min = 0.01\n", "quantile_max = 0.99\n", "latent_dim=2\n", "\n", "img_rows=40\n", "img_cols=40\n", "\n", "# Linear Sampling\n", "# we will sample n points within [-15, 15] standard deviations\n", "z1_u = np.linspace(5, -5, n)\n", "z2_u = np.linspace(5, -5, n)\n", "z_grid = np.dstack(np.meshgrid(z1_u, z2_u))\n", "z_input=np.array(z_grid.reshape(n*n, latent_dim))\n", "print(z_input.shape)\n", "x_pred_grid = generate_samples(model,z_input) \\\n", " .reshape(n, n, img_rows, img_cols)\n", " \n", "print(x_pred_grid2.shape)\n", "# Inverse CDF sampling\n", "z1 = norm.ppf(np.linspace(quantile_min, quantile_max, n))\n", "z2 = norm.ppf(np.linspace(quantile_max, quantile_min, n))\n", "z_grid2 = np.dstack(np.meshgrid(z1, z2))\n", "z_input=np.array(z_grid2.reshape(n*n, latent_dim))\n", "x_pred_grid2 = generate_samples(model,z_input) \\\n", " .reshape(n, n, img_rows, img_cols)\n", "\n", " \n", "# Plot figure\n", "fig, ax = plt.subplots(figsize=golden_size(10))\n", "\n", "ax.imshow(np.block(list(map(list, x_pred_grid))), cmap='gray')\n", "\n", "ax.set_xticks(np.arange(0, n*img_rows, img_rows) + .5 * img_rows)\n", "ax.set_xticklabels(map('{:.2f}'.format, z1), rotation=90)\n", "\n", "ax.set_yticks(np.arange(0, n*img_cols, img_cols) + .5 * img_cols)\n", "ax.set_yticklabels(map('{:.2f}'.format, z2))\n", "\n", "ax.set_xlabel('$z_1$')\n", "ax.set_ylabel('$z_2$')\n", "ax.set_title('Uniform')\n", "ax.grid(False)\n", "\n", "\n", "plt.savefig('VAE_ISING_fantasy_uniform.pdf')\n", "plt.show()\n", "\n", "\n", "# Plot figure Inverse CDF sampling\n", "fig, ax = plt.subplots(figsize=golden_size(10))\n", "\n", "ax.imshow(np.block(list(map(list, x_pred_grid2))), cmap='gray_r', vmin=0, vmax=1)\n", "\n", "ax.set_xticks(np.arange(0, n*img_rows, img_rows) + .5 * img_rows)\n", "ax.set_xticklabels(map('{:.2f}'.format, z1), rotation=90)\n", "\n", "ax.set_yticks(np.arange(0, n*img_cols, img_cols) + .5 * img_cols)\n", "ax.set_yticklabels(map('{:.2f}'.format, z2))\n", "\n", "ax.set_xlabel('$z_1$')\n", "ax.set_ylabel('$z_2$')\n", "ax.set_title('Inverse CDF')\n", "ax.grid(False)\n", "plt.savefig('VAE_ISING_fantasy_invCDF.pdf')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples fail to capture critial correlations\n", "\n", "We see that the examples look quite different from real Ising configurations -- they lack the large scale patchiness seen in the critical region. They mostly turn out to be unstructured speckles that reflect only the average probability that a pixel is on in a region. This is not surprising since our VAE has no spatial structure and gets very little information about correlations in the binary cross-entropy which we use to measure reconstruction errors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Execercises\n", "\n", "* To gain more intuition for the VAE parameters, change $\\epsilon$. What happens when epsilon is $0.01$, $1$, $10$?\n", "* Change the number of latent dimensions to 1, or 10. Visualize the 10 dimensional latent space using PCA? Are the reconstructed samples and loss functions very different?\n", "* What do you think would happen for other spin systems where the order parameter is a vector such as nematically ordered materials?\n", "* Replace the decoder with a (de)convolutional net that includes spatial structure? Doe this improve the performance of the VAE for generating examples?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }